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Time-Series Work Summary in CS Top Conferences (NIPS, ICML, ICLR, KDD, AAAI, WWW, IJCAI, CIKM, ICDM, ICDE, etc.)

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Time-Series Works and Conferences

Backlog (To do): KDD 2024, ICML 2024, IJCAI 2024 ...

Visit our GitHub Page for a better view.

Click here to jump to the Conferences page with more conference information.

or AI ML Summary Github

Some other nice time-series repositories:

xiyuanzh/time-series-papers

qingsongedu/awesome-AI-for-time-series-papers

xuehaouwa/Awesome-Trajectory-Prediction

My Time-series Repo-Star List

I have a strong interest in time-series research. Welcome to contact me for discussions and collaborative efforts.
I am currently pursuing a doctoral degree in CSE of UNSW, Sydney, under the supervision of Prof. Flora Salim and Hao Xue. I got the master degree under the supervision of Prof. Xuan Song, Quanjun Chen and Renhe Jiang.

The task section has been completed and we will continue to update the methodology section. If you encounter any missing resources (papers/code) or errors, please don't hesitate to open an issue or make a pull request. Additionally, if you're interested in collaborating on this work, please feel free to contact me.

All papers are organized by task and methodology, including those not included in this GitHub repository, and are available for everyone to use on OneDrive and Google Drive (VPN required). The methodology section is still in progress.

OneDrive

Google Drive

To reduce repetition, some data are in abbreviated form. Some terms may not represent general interpretations and apply only to this repository.

Full Name Abbreviation
Adaptive GNN AGNN
Attention Attn
AutoRegression(RNN,GRU,LSTM) AR
Controlled Differential Equations CDE
Contrastive Learning CL
Encoder Decoder EncDec
Ensemble Ens
Feature Decomposed FeaD
Federated Learning FL
Generative Adversarial Network GAN
Graph Convolutional Network GCN
Hour, Day, Week, Month, etc HA
Heterogeneous GNN HGNN
Multiple Graph MGNN
Memory Mem
Meta Learning MetaL
MultiTask MulT
Network Architechture Search NAS
Ordinary Differential Equations ODE
Statistic Stat
TCN (WaveNet) TCN
Temporal Graph Network TGN
Transformer Trans
Transfer Learning TransL
Variational Auto-Encoder VAE

Recent Time Series Works Grouped by Task

Task Data Model Paper Code Publication
Paper Nums:100+
Multivariable TimesNet_data SparseTSF SparseTSF: Modeling Long-term Time Series Forecasting with 1k Parameters Pytorch
Stars
Forks
ICML 2024
Multivariable Electricity
PEMSD7M
BikeNYC
TimesNet_data
SCNN Disentangling Structured Components: Towards Adaptive, Interpretable and Scalable Time Series Forecasting Pytorch
Stars
Forks
TKDE 2024
Multivariable TimesNet_data iTransformer iTransformer: Inverted Transformers Are Effective for Time Series Forecasting Pytorch
Stars
Forks
ICLR 2024
Multivariable NorPool
Caiso
Traffic
Electricity
Weather
Exchange
ETT
Wind
mr-Diff ModernTCN: A Modern Pure Convolution Structure for General Time Series Analysis None ICLR 2024
Multivariable ETT
Electricity
Weather
Traffic
Exchange
ILI
ModernTCN Multi-Resolution Diffusion Models for Time Series Forecasting Pytorch
Stars
Forks
ICLR 2024
Multivariable TimesNet_data Time-LLM Time-LLM: Time Series Forecasting by Reprogramming Large Language Models Pytorch
Stars
Forks
ICLR 2024
Multivariable TimesNet_data TEMPO TEMPO: Prompt-based Generative Pre-trained Transformer for Time Series Forecasting Pytorch
Stars
Forks
ICLR 2024
Multivariable TimesNet_data CARD CARD: Channel Aligned Robust Blend Transformer for Time Series Forecasting Pytorch
Stars
Forks
ICLR 2024
Multivariable TimesNet_data ARM ARM: Refining Multivariate Forecasting with Adaptive Temporal-Contextual Learning None ICLR 2024
Multivariable TimesNet_data DAM DAM: Towards a Foundation Model for Forecasting None ICLR 2024
Multivariable TimesNet_data
PEMS3478
TimeMixer TimeMixer: Decomposable Multiscale Mixing for Time Series Forecasting Pytorch
Stars
Forks
ICLR 2024
Multivariable TimesNet_data PDF Periodicity Decoupling Framework for Long-term Series Forecasting Pytorch
Stars
Forks
ICLR 2024
Multivariable
Missing Value
METR-LA
Electricity
PEMS
ETT
BeijingAir
BiTGraph Biased Temporal Convolution Graph Network for Time Series Forecasting with Missing Values Pytorch
Stars
Forks
ICLR 2024
Multivariable TimesNet_data
PEMS08
LIFT Rethinking Channel Dependence for Multivariate Time Series Forecasting: Learning from Leading Indicators Pytorch
Stars
Forks
ICLR 2024
Multivariable ETT
Weather
ILI
Traffic
STanHop STanHop: Sparse Tandem Hopfield Model for Memory-Enhanced Time Series Prediction Pytorch
Stars
Forks
ICLR 2024
Multivariable ETT
Weather
Electricity
Traffic
ILI
CloudCluster
Pathformer Pathformer: Multi-scale Transformers with Adaptive Pathways for Time Series Forecasting Pytorch
Stars
Forks
ICLR 2024
Multivariable TimesNet_data pits Learning to Embed Time Series Patches Independently Pytorch
Stars
Forks
ICLR 2024
Multivariable ETT
Weather
Electricity
Traffic
FITS FITS: Modeling Time Series with 10k Parameters Pytorch
Stars
Forks
ICLR 2024
Multivariable ETT
Electricity
Weather
Lora
AutoTCL Parametric Augmentation for Time Series Contrastive Learnin Pytorch
Stars
Forks
ICLR 2024
Multivariable ETT
Exchange
ILI
GLIP Interpretable Sparse System Identification: Beyond Recent Deep Learning Techniques on Time-Series Prediction Pytorch ICLR 2024
Multivariable TimesNet_data UniTime UniTime: A Language-Empowered Unified Model for Cross-Domain Time Series Forecasting Pytorch
Stars
Forks
WWW 2024
Multivariable Ross
Saratoga
UpperPen
SFC
DAN Learning from Polar Representation: An Extreme-Adaptive Model for Long-Term Time Series Forecasting Pytorch
Stars
Forks
AAAI 2024
Multivariable ILI
Weather
Traffic
Electricity
ETT
Exchange
HDMixer HDMixer: Hierarchical Dependency with Extendable Patch for Multivariate Time Series Forecasting Pytorch
Stars
Forks
AAAI 2024
Multivariable PEMS03
PEMS04
PEMS07
PEMS08
England
TaxiBJ
PEMS-BAY
STPGNN Spatio-Temporal Pivotal Graph Neural Networks for Traffic Flow Forecasting None AAAI 2024
Multivariable FD001
FD002
FD003
FD004
FC-STGNN Fully-Connected Spatial-Temporal Graph for Multivariate Time-Series Data Pytorch
Stars
Forks
AAAI 2024
Multivariable PEMS04
PEMS08
blockchain
TMP-Nets Time-Aware Knowledge Representations of Dynamic Objects with Multidimensional Persistence None AAAI 2024
Multivariable METR-LA
PEMS-BAY
ModWaveMLP ModWaveMLP: MLP-Based Mode Decomposition and Wavelet Denoising Model to Defeat Complex Structures in Traffic Forecasting TF
Stars
Forks
AAAI 2024
Multivariable Flight
Weather
ETT
Electricity
Exchange
MSGNet MSGNet: Learning Multi-Scale Inter-series Correlations for Multivariate Time Series Forecasting Pytorch
Stars
Forks
AAAI 2024
Multivariable Self-PeMS DLF Towards Dynamic Spatial-Temporal Graph Learning: A Decoupled Perspective Pytorch
Stars
Forks
AAAI 2024
Multivariable ETT
Weather
ILI
Exchange
HTV-Trans Considering Nonstationary within Multivariate Time Series with Variational Hierarchical Transformer for Forecasting Pytorch
Stars
Forks
AAAI 2024
Multivariable A-share
Cross-Market
ETT
ST-DAN Adaptive Meta-Learning Probabilistic Inference Framework for Long Sequence Prediction Pytorch
Stars
Forks
AAAI 2024
Irregular USHCN
MIMIC-III
MIMIC-IV
Physionet-12
GraFITi GraFITi: Graphs for Forecasting Irregularly Sampled Time Series Pytorch
Stars
Forks
AAAI 2024
Multivariable ETT
Electricity
Traffic
Weather
Exchange
U-Mixer U-Mixer: An Unet-Mixer Architecture with Stationarity Correction for Time Series Forecasting None AAAI 2024
Traffic
Flow
PEMS03
PEMS04
PEMS07
PEMS08
MultiSPANS MultiSPANS: A Multi-range Spatial-Temporal Transformer Network for Traffic Forecast via Structural Entropy Optimization Pytorch
Stars
Forks
WSDM 2024
Multivariable SIP
NYC
METR-LA
CreST CreST: A Credible Spatiotemporal Learning Framework for Uncertainty-aware Traffic Forecasting None WSDM 2024
Multivariable Web Traffic
Labour
Traffic
Tourism
HTS NeuralReconciler for Hierarchical Time Series Forecasting None WSDM 2024
Multivariable NYC13
BikeNYC
Chicago21
Chicago22
CityCAN CityCAN: Causal Attention Network for Citywide Spatio-Temporal Forecasting None WSDM 2024
Multivariable Solar
Wiki
Traffic
ECG
Electricity
COVID-19
Weather
ETT
FreTS Frequency-domain MLPs are More Effective Learners in Time Series Forecasting Pytorch
Stars
Forks
NIPS 2023
LLM4TS
Zero Shot
Darts
Monash
Informer
- Large Language Models Are Zero-Shot Time Series Forecasters LLM
Stars
Forks
NIPS 2023
Zero Shot ECL
ETT
Exchange
ILI
Traffic
Weather
ForecastPFN ForecastPFN: Synthetically-Trained Zero-Shot Forecasting TF
Stars
Forks
NIPS 2023
Multivariable ECL
Traffic
ETT
Weather
WITRAN WITRAN: Water-wave Information Transmission and Recurrent Acceleration Network for Long-range Time Series Forecasting Pytorch
Stars
Forks
NIPS 2023
Multivariable ETT
Weather
PEMS03
PEMS04
PEMS07
PEMS08
Neural Lad Neural Lad: A Neural Latent Dynamics Framework for Times Series Modeling None NIPS 2023
Multivariable ETT
Weather
Electricity
OneNet OneNet: Enhancing Time Series Forecasting Models under Concept Drift by Online Ensembling Pytorch
Stars
Forks
NIPS 2023
Multivariable
Solar Irradiance
CAB
TAM
CrossViVit Improving day-ahead Solar Irradiance Time Series Forecasting by Leveraging Spatio-Temporal Context Pytorch
Stars
Forks
NIPS 2023
Multivariable ECL
ETT
Exchange
ILI
Traffic
Weather
Koopa Koopa: Learning Non-stationary Time Series Dynamics with Koopman Predictors Pytorch
Stars
Forks
NIPS 2023
Multivariable GPVAR
METR-LA
PEMS-BAY
PEMS03
PEMS04
PEMS07
PEMS08
CER-E
AQI
TTS-IMP Taming Local Effects in Graph-based Spatiotemporal Forecasting Pytorch
Stars
Forks
NIPS 2023
Multivariable PEMS08
AIR-BJ
AIR-GZ
CaST Deciphering Spatio-Temporal Graph Forecasting: A Causal Lens and Treatment Pytorch
Stars
Forks
NIPS 2023
Multivariable PEMS08
METR-LA
NYC Taxi
NYC Bike
GPT-ST GPT-ST: Generative Pre-Training of Spatio-Temporal Graph Neural Networks Pytorch
Stars
Forks
NIPS 2023
Multivariable Solar
Wiki
Traffic
COVID-19
FourierGNN FourierGNN: Rethinking Multivariate Time Series Forecasting from a Pure Graph Perspective Pytorch
Stars
Forks
NIPS 2023
Multivariable ETT
Weather
Electricity
Traffic
SimMTM SimMTM: A Simple Pre-Training Framework for Masked Time-Series Modeling Pytorch
Stars
Forks
NIPS 2023
Multivariable ETT
Electricity
Exchange
Traffic
Weather
ILI
BasisFormer BasisFormer: Attention-based Time Series Forecasting with Learnable and Interpretable Basis Pytorch
Stars
Forks
NIPS 2023
Irregular Neonate
Traffic
MIMIC
StackOverflow
BookOrder
Exchange
ETT
ILI
Weather
ContiFormer ContiFormer: Continuous-Time Transformer for Irregular Time Series Modeling Pytorch NIPS 2023
Multivariable Electricity
Exchange
Traffic
Weather
ILI
ETT
SAN Adaptive Normalization for Non-stationary Time Series Forecasting: A Temporal Slice Perspective Pytorch
Stars
Forks
NIPS 2023
Multivariable ETT
Electricity
Exchange
Traffic
Weather
ILI
DeepTime (Framework,
Fourier Features,
Meta-optimization)
Learning Deep Time-index Models for Time Series Forecasting Pytorch
Stars
Forks
ICML 2023
Multivariable Crime
CHI-Taxi
NYC-Bike
NYC-Taxi
CHI-House
NYC-House
GraphST Spatial-Temporal Graph Learning with Adversarial Contrastive Adaptation Pytorch
Stars
Forks
ICML 2023
Multivariable Synthetic
Taxi
Electricity
Traffic
FeatureP (Feature Enhancement) Feature Programming for Multivariate Time Series Prediction Pytorch
Stars
Forks
ICML 2023
Multivariable NorPool
Caiso
Weather
ETT
Wind
Traffic
Electricity
Exchange
TimeDiff Non-autoregressive Conditional Diffusion Models for Time Series Prediction None ICML 2023
Multivariable ETT
Electricity
Exchange
Traffic
Weather
ILI
MICN MICN: Multi-scale Local and Global Context Modeling for Long-term Series Forecasting Pytorch
Stars
Forks
ICLR 2023
Multivariable ETT
Weather
Electricity
ILI
Traffic
Crossformer Crossformer: Transformer Utilizing Cross-Dimension Dependency for Multivariate Time Series Forecasting Pytorch
Stars
Forks
ICLR 2023
Forecast
Imputation
Classifi
AnomalyDet
ETT
M4
Electricity
Weather
SMD,MSL
SMAP,SWaT
PSM
TimesNet TimesNet: Temporal 2D-Variation Modeling for General Time Series Analysis Pytorch
Stars
Forks
ICLR 2023
Multivariable Meta-SSM Sequential Latent Variable Models for Few-Shot High-Dimensional Time-Series Forecasting Pytorch
Stars
Forks
ICLR 2023
Multivariable ETT
Electricity
Traffic
Weather
FSNet Learning Fast and Slow for Time Series Forecasting Pytorch
Stars
Forks
ICLR 2023
Robust
Multivariable
Traffic
Taxi
Wiki
Electricity
Robust Multivariate Time-Series Forecasting: Adversarial Attacks and Defense Mechanisms Amazon ICLR 2023
Multivariable Electricity
Crypto
M4
Traffic
Exchange
KNF Koopman Neural Operator Forecaster for Time-series with Temporal Distributional Shifts Pytorch
Stars
Forks
ICLR 2023
Multivariable ETT
Weather
Electricity
Traffic
Exchange
SpaceTime Effectively Modeling Time Series with Simple Discrete State Spaces Pytorch
Stars
Forks
ICLR 2023
Multivariable Weather
Traffic
Electricity
ILI
ETT
PatchTST A Time Series is Worth 64 Words: Long-term Forecasting with Transformers Pytorch
Stars
Forks
ICLR 2023
Multivariable Exchange
Weather
Electricity
Traffic
ILI
Scaleformer Scaleformer: Iterative Multi-scale Refining Transformers for Time Series Forecasting Pytorch
Stars
Forks
ICLR 2023
Multivariable
classification
AnomalyDec
Electricity
Weather
ETTm1
MSL
SMD
SMAP
SBT Sparse Binary Transformers for Multivariate Time Series Modeling Pytorch
Stars
Forks
KDD 2023
Multivariable SIP
METR-LA
KnowAir
Electricity
CauSTG Maintaining the Status Quo: Capturing Invariant Relations for OOD Spatiotemporal Learning Pytorch
Stars
Forks
KDD 2023
Robust
Multivariable
PEMS-BAY
PEMS04
RDAT Robust Spatiotemporal Traffic Forecasting with Reinforced Dynamic Adversarial Training Pytorch
Stars
Forks
KDD 2023
Multivariable Beijing
Chengdu
Harbin
Frigate Frigate: Frugal Spatio-temporal Forecasting on Road Networks Pytorch
Stars
Forks
KDD 2023
Multivariable XC-Traffic
NYC-Traffic
GCIM Generative Causal Interpretation Model for Spatio-Temporal Representation Learning None KDD 2023
Multivariable Tourism
Labour
Wiki
Flu-Symptoms
FB-Survey
PROFHiT When Rigidity Hurts: Soft Consistency Regularization for Probabilistic Hierarchical Time Series Forecasting Pytorch
Stars
Forks
KDD 2023
Multivariable
Under Miss
AQI-36
AQI
PEMS-BAY
CER-E
Healthcare
SMAP
MIDM An Observed Value Consistent Diffusion Model for Imputing Missing Values in Multivariate Time Series Author KDD 2023
Multivariable PEMS03
PEMS04
PEMS07
PEMS08
etc.
Localised Localised Adaptive Spatial-Temporal Graph Neural Network None KDD 2023
Multivariable PEMS3-Stream PECPM Pattern Expansion and Consolidation on Evolving Graphs for Continual Traffic Prediction None KDD 2023
Multivariable Tourism
Wiki
Traffic
HPO Hierarchical Proxy Modeling for Improved HPO in Time Series Forecasting None KDD 2023
Multivariable Weather
Traffic
Electricity
ETT
TSMixer TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting None KDD 2023
Transfer
Traffic
Forecasting
PEMSD7M
PEMSD7M
METR-LA
PEMS-BAY
TransGTR Transferable Graph Structure Learning for Graph-based Traffic Forecasting Across Cities Author KDD 2023
Multivariable ETT
Traffic
Electricity
Exchange
Weather
ILI
DLinear Are Transformers Effective for Time Series Forecasting Pytorch
Stars
Forks
AAAI 2023
Multivariable METR-LA
PEMSD7M
STC-Dropout Easy Begun Is Half Done: Spatial-Temporal Graph Modeling with ST-Curriculum Dropout Pytorch
Stars
Forks
AAAI 2023
Multivariable BJ-Bike
NYC-Bike
STNSCM Spatio-Temporal Neural Structural Causal Models for Bike Flow Prediction Pytorch
Stars
Forks
AAAI 2023
Multivariable XC-Trans
XC-Speed
CCHMM Causal Conditional Hidden Markov Model for Multimodal Traffic Prediction Pytorch
Stars
Forks
AAAI 2023
Multivariable NYCBike1
NYCBike2
NYCTaxi
BJTaxi
ST-SSL Spatio-Temporal Self-Supervised Learning for Traffic Flow Prediction Pytorch
Stars
Forks
AAAI 2023
Multivariable PV-US
CER-En
SGP Scalable Spatiotemporal Graph Neural Networks Pytorch
Stars
Forks
AAAI 2023
Multivariable Electricity
Solar
PEMS-BAY
METR-LA
SRD Learning Decomposed Spatial Relations for Multi-Variate Time-Series Modeling Pytorch
Stars
Forks
AAAI 2023
Multivariable ETT
Electricity
InfoTS Time Series Contrastive Learning with Information-Aware Augmentations Pytorch
Stars
Forks
AAAI 2023
Multivariable PhysioNet
MIMIC-III
Activity
Appliances Energy
PrimeNet PrimeNet: Pre-training for Irregular Multivariate Time Series Pytorch
Stars
Forks
AAAI 2023
Multivariable Electricity
ETT
Weather
Dish-TS Dish-TS: A General Paradigm for Alleviating Distribution Shift in Time Series Forecasting Pytorch
Stars
Forks
AAAI 2023
Multivariable ETT
Electricity
Exchange
Traffic
Weather
ILI
NHITS NHITS: Neural Hierarchical Interpolation for Time Series Forecasting Pytorch
Stars
Forks
AAAI 2023
Multivariable METR-LA
ETT
Weather
MegaCRN Spatio-Temporal Meta-Graph Learning for Traffic Forecasting Pytorch
Stars
Forks
AAAI 2023
Multivariable Santa
Traffic
NEC+ An Extreme-Adaptive Time Series Prediction Model Based on Probability-Enhanced LSTM Neural Networks Pytorch
Stars
Forks
AAAI 2023
Extreme MTSF Electricity
Solar
Weather
Traffic
WaveForM WaveForM: Graph Enhanced Wavelet Learning for Long Sequence Forecasting of Multivariate Time Series Pytorch
Stars
Forks
AAAI 2023
Multivariable PEMS04
PEMS07
PEMS08
NYCTaxi
CHBike
TDrive
PDFormer PDFormer: Propagation Delay-Aware Dynamic Long-Range Transformer for Traffic Flow Prediction Pytorch
Stars
Forks
AAAI 2023
Multivariable AmapBeijing
AmapChengdu
STGNPP Spatio-Temporal Graph Neural Point Process for Traffic Congestion Event Prediction None AAAI 2023
Multivariable ETT
Electricity
Exchange
Traffic
Weather
ILI
InParformer InParformer: Evolutionary Decomposition Transformers with Interactive Parallel Attention for Long-Term Time Series Forecasting None AAAI 2023
Multivariable Tourism
Labour
M5
SLOTH SLOTH: Structured Learning and Task-Based Optimization for Time Series Forecasting on Hierarchies None AAAI 2023
Multivariable Wind
Solar
eForecaster eForecaster: Unifying Electricity Forecasting with Robust, Flexible, and Explainable Machine Learning Algorithms None AAAI 2023
Multivariable NYCTaxi
PEMS04
AutoSTL AutoSTL: Automated Spatio-Temporal Multi-Task Learning None AAAI 2023
Multivariable METR-LA
PEMS-BAY
Trafformer Trafformer: Unify Time and Space in Traffic Prediction None AAAI 2023
Multivariable Electricity
PM2.5
Exchange
DeLELSTM DeLELSTM: Decomposition-based Linear Explainable LSTM to Capture Instantaneous and Long-term Effects in Time Series Pytorch
Stars
Forks
IJCAI 2023
Multivariable NYC-Bike
PEMS-BAY
PEMS08
ReMo Not Only Pairwise Relationships: Fine-Grained Relational Modeling for Multivariate Time Series Forecasting Pytorch
Stars
Forks
IJCAI 2023
Multivariable NASA MetePFL Prompt Federated Learning for Weather Forecasting: Toward Foundation Models on Meteorological Data Pytorch
Stars
Forks
IJCAI 2023
Multivariable Hurricane
Climate
Self-Recover Self-Recover: Forecasting Block Maxima in Time Series from Predictors with Disparate Temporal Coverage Using Self-Supervised Learning None IJCAI 2023
Multivariable Weather
Traffc
Electricity
Exchange
ILI
SMARTformer SMARTformer: Semi-Autoregressive Transformer with Efficient Integrated Window Attention for Long Time Series Forecasting None IJCAI 2023
Multivariable METR-LA
Beijing
Xiamen
INCREASE INCREASE: Inductive Graph Representation Learning for Spatio-Temporal Kriging TF
Stars
Forks
WWW 2023
Multivariable MQPS
ETT
Electricity
KAE-Informer KAE-Informer: A Knowledge Auto-Embedding Informer for Forecasting Long-Term Workloads of Microservices Pytorch
Stars
Forks
WWW 2023
Multivariable Typhoon-JP
COVID-JP
Hurricane-US
MemeSTN Learning Social Meta-knowledge for Nowcasting Human Mobility in Disaster Pytorch
Stars
Forks
WWW 2023
Multivariable NYC
Chicago
EALGAP Extreme-Aware Local-Global Attention for Spatio-Temporal Urban Mobility Learning Keras
Stars
Forks
ICDE 2023
Multivariable PEMS03
PEMS04
PEMS07
PEMS08
DyHSL Dynamic Hypergraph Structure Learning for Traffic Flow Forecasting Pytorch
Stars
Forks
ICDE 2023
Multivariable PEMS03
PEMS04
PEMS07
PEMS08
STWave When Spatio-Temporal Meet Wavelets: Disentangled Traffic Forecasting via Efficient Spectral Graph Attention Networks Pytorch
Stars
Forks
ICDE 2023
Multivariable Seattle
PEMS04
PEMS08
SSTBAN Self-Supervised Spatial-Temporal Bottleneck Attentive Network for Efficient Long-term Traffic Forecasting Pytorch
Stars
Forks
ICDE 2023
Multivariable PEMSD4
PEMSD8
AirBJ
TrafficSIP
MGTF A Multi-graph Fusion Based Spatiotemporal Dynamic Learning Framework Author WSDM 2023
Multivariable METR-LA
PEMS-BAY
PEMS04
PEMS07
PEMS08
STAEformer Spatio-Temporal Adaptive Embedding Makes Vanilla Transformer SOTA for Traffic Forecasting Pytorch
Stars
Forks
CIKM 2023
Traffic PEMS03
PEMS04
PEMS07
PEMS08
TrendGCN Enhancing the Robustness via Adversarial Learning and Joint Spatial-Temporal Embeddings in Traffic Forecasting Pytorch
Stars
Forks
CIKM 2023
Multivariable ETT
Electricity
Traffic
Weather
ILI
Exchange
GCformer GCformer: An Efficient Solution for Accurate and Scalable Long-Term Multivariate Time Series Forecasting Pytorch
Stars
Forks
CIKM 2023
Multivariable ETT
Electricity
Traffic
Seq2Peak Unlocking the Potential of Deep Learning in Peak-Hour Series Forecasting Pytorch
Stars
Forks
CIKM 2023
Multivariable PEMS04
PEMS07
PEMS08
NYC Crime
CHI Crime
CL4ST Spatio-Temporal Meta Contrastive Learning Pytorch
Stars
Forks
CIKM 2023
Multivariable NYC Bike
NYC Taxi
MLPST MLPST: MLP is All You Need for Spatio-Temporal Prediction Author CIKM 2023
Multivariable TaxiBJ
BikeNYC
MC-STL Mask- and Contrast-Enhanced Spatio-Temporal Learning for Urban Flow Prediction Pytorch
Stars
Forks
CIKM 2023
Multivariable PeMS
Beijing
Electricity
COVID-CHI
MemDA MemDA: Forecasting Urban Time Series with Memory-based Drift Adaptation Pytorch
Stars
Forks
CIKM 2023
Cross City
Traffic
PEMS-BAY
METR-LA
Chengdu
Shenzhen
TPB Cross-city Few-Shot Traffic Forecasting via Traffic Pattern Bank Pytorch
Stars
Forks
CIKM 2023
Traffic Speed METR-LA
PEMS-BAY
PEMSD7M
UAGCRN Enhancing Spatio-temporal Traffic Prediction through Urban Human Activity Analysis TF
Stars
Forks
CIKM 2023
Multivariable Complaint
NYC Taxi
PromptST PromptST: Prompt-Enhanced Spatio-Temporal Multi-Attribute Prediction Pytorch
Stars
Forks
CIKM 2023
Multivariable METR-LA
PEMS-BAY
PEMS08
HIEST Rethinking Sensors Modeling: Hierarchical Information Enhanced Traffic Forecasting Pytorch
Stars
Forks
CIKM 2023
Multivariable ETT
Electricity
Weather
Traffic
TemDep TemDep: Temporal Dependency Priority for Multivariate Time Series Prediction Pytorch
Stars
Forks
CIKM 2023
Traffic BJ-Center
METR-LA
ST-MoE ST-MoE: Spatio-Temporal Mixture-of-Experts for Debiasing in Traffic Prediction None CIKM 2023
Multivariable ETT
Electricity
Weather
Traffic
Exchange
AVGNets Learning Visibility Attention Graph Representation for Time Series Forecasting None CIKM 2023
Multivariable PEMS03
PEMS04
PEMS07
PEMS08
STGBN Spatial-Temporal Graph Boosting Networks: Enhancing Spatial-Temporal Graph Neural Networks via Gradient Boosting None CIKM 2023
Multivariable ETT
Electricity
Traffic
ILI
Exchange
FAMC-Net FAMC-Net: Frequency Domain Parity Correction Attention and Multi-Scale Dilated Convolution for Time Series Forecasting None CIKM 2023
Cross City
Traffic
NYC
Chicago
Nashville
CARPG CARPG: Cross-City Knowledge Transfer for Traffic Accident Prediction via Attentive Region-Level Parameter Generation None CIKM 2023
Traffic SPEED
FLOW
CANet Clustering-property Matters: A Cluster-aware Network for Large Scale Multivariate Time Series Forecasting None CIKM 2023
Multivariable ETT
Exchange
ILI
Weather
Electricity
Traffic
DSformer DSformer: A Double Sampling Transformer for Multivariate Time Series Long-term Prediction None CIKM 2023
Multivariable Wufu MODE Monotonic Neural Ordinary Differential Equation: Time-series Forecasting for Cumulative Data None CIKM 2023
Multivariable NYC MetaRSTP Region Profile Enhanced Urban Spatio-Temporal Prediction via Adaptive Meta-Learning None CIKM 2023
Multivariable SIP
NYC
METR-LA
G2S Towards Learning in Grey Spatiotemporal Systems: A Prophet to Non-consecutive Spatiotemporal Dynamics None SDM 2023
Multivariable Solar
PEMS-BAY
Electricity
ERL Time-delayed Multivariate Time Series Predictions None SDM 2023
Multivariable Weather2K Weather2K Weather2K: A Multivariate Spatio-Temporal Benchmark Dataset for Meteorological Forecasting Based on Real-Time Observation Data from Ground Weather Stations Weather2K
Stars
Forks
AISTATS 2023
Multivariable ETT
Electricity
Exchange
Traffic
Weather
ILI
FiLM FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting Pytorch
Stars
Forks
NeurIPS 2022
Multivariable ETT
Electricity
Exchange
Weather
LaST Learning Latent Seasonal-Trend Representations for Time Series Forecasting Pytorch
Stars
Forks
NeurIPS 2022
Multivariable ETT
Electricity
Exchange
Traffic
Weather
ILI
WaveBound WaveBound: Dynamic Error Bounds for Stable Time Series Forecasting Pytorch
Stars
Forks
NeurIPS 2022
Multivariable COVID-19
PEMS04
PEMS08
Temperature
Bytom
Wind
ZFC-SHCN Time-Conditioned Dances with Simplicial Complexes: Zigzag Filtration Curve based Supra-Hodge Convolution Networks for Time-series Forecasting Future NeurIPS 2022
Multivariable ETT
Traffic
Solar
Electricity
Exchange
PEMS03
PEMS04
PEMS07
PEMS08
SCINet SCINet: Time Series Modeling and Forecasting with Sample Convolution and Interaction Pytorch
Stars
Forks
NeurIPS 2022
Multivariable Electricity
ETT
Exchange
ILI
Traffic
Weather
NonstaTransformer Non-stationary Transformers: Exploring the Stationarity in Time Series Forecasting Pytorch
Stars
Forks
NeurIPS 2022
Multivariable Traffic
Solar
Electricity
Exchange
PEMS07(M)
PEMS-BAY
TPGNN Multivariate Time-Series Forecasting with Temporal Polynomial Graph Neural Networks Future NeurIPS 2022
Multivariable PEMS03
PEMS04
PEMS07
PEMS08
DSTAGNN DSTAGNN: Dynamic Spatial-Temporal Aware Graph Neural Network for Traffic Flow Forecasting Pytorch
Stars
Forks
ICML 2022
Multivariable ETT
Electricity
Exchange
Traffic
Weather
ILI
FEDformer
(EncDec,
EnhancedFeature)
FEDformer: Frequency Enhanced Decomposed Transformer for Long-term Series Forecasting Pytorch
Stars
Forks
ICML 2022
Multivariable Traffic
Electricity
Wiki
Sales
DAF DAF-Domain Adaptation for Time Series Forecasting via Attention Sharing None ICML 2022
Multivariable Electricity
Solar
Fred MD
KDD Cup
TACTiS
(Copulas,
Trans)
TACTiS: Transformer-Attentional Copulas for Time Series Pytorch
Stars
Forks
ICML 2022
Multivariable French
Electricity
AgACI Adaptive Conformal Predictions for Time Series Python,R
Stars
Forks
ICML 2022
Traffic Speed NAVER-Seoul
METR-LA
PM-MemNet
(Mem,KNN)
Learning to Remember Patterns: Pattern Matching Memory Networks for Traffic Forecasting Pytorch
Stars
Forks
ICLR 2022
Multivariable PEMS03
PEMS04
PEMS08
COVID-19,etc
TAMP-S2GCNets
(GCN,AR,
Topological Features)
TAMP-S2GCNets: Coupling Time-Aware Multipersistence Knowledge Representation with Spatio-Supra Graph Convolutional Networks for Time-Series Forecasting Pytorch ICLR 2022
Multivariable ETT
Electricity
Weather
CoST CoST: Contrastive Learning of Disentangled Seasonal-Trend Representations for Time Series Forecasting Pytorch
Stars
Forks
ICLR 2022
Multivariable Electricity
Traffic
M4
CASIO
NP
DEPTS DEPTS: Deep Expansion Learning for Periodic Time Series Forecasting Pytorch
Stars
Forks
ICLR 2022
Multivariable ETT
Electricity
Wind
App Flow
Pyraformer Pyraformer: Low-Complexity Pyramidal Attention for Long-Range Time Series Modeling and Forecasting Pytorch
Stars
Forks
ICLR 2022
Multivariable ETT
Electricity
M4
Air Quality
Nasdaq
RevIN Reversible Instance Normalization for Accurate Time-Series Forecasting against Distribution Shift Pytorch
Stars
Forks
ICLR 2022
Multivariable METR-LA
PEMS-BAY
PEMS04
PEMS08
D2STGNN Decoupled Dynamic Spatial-Temporal Graph Neural Network for Traffic Forecasting Pytorch
Stars
Forks
VLDB 2022
Multivariable METR-LA
PEMS-BAY
PEMS04
STEP Pre-training Enhanced Spatial-temporal Graph Neural Network for Multivariate Time Series Forecasting Pytorch
Stars
Forks
KDD 2022
Multivariable Solar
Electricity
Exchange
Wind
NYCBike
NYCTaxi
ESG Learning the Evolutionary and Multi-scale Graph Structure for Multivariate Time Series Forecasting Pytorch
Stars
Forks
KDD 2022
Multivariable METR-LA
Solar
Traffic
ECG5000
VSF Multi-Variate Time Series Forecasting on Variable Subsets Pytorch,dgl
Stars
Forks
KDD 2022
Multivariable DC Bike
DC Taxi
CrossTReS Selective Cross-City Transfer Learning for Traffic Prediction via Source City Region Re-Weighting Pytorch,dgl
Stars
Forks
KDD 2022
Multivariable ETT
Weather
Exchange
Traffic
Electricity
Quatformer Learning to Rotate: Quaternion Transformer for Complicated Periodical Time Series Forecasting MRA-BGCN Author
None Code
KDD 2022
Multivariable NYCBike
NYCTaxi
PEMS03
PEMS08
GMSDR MSDR: Multi-Step Dependency Relation Networks for Spatial Temporal Forecasting Pytorch
Stars
Forks
KDD 2022
Multivariable Hangzhou
NYC
DTIGNN Modeling Network-level Traffic Flow Transitions on Sparse Data Pytorch
Stars
Forks
KDD 2022
Multivariable Temperature
Cloud cover
Humidity
Wind
CLCRN Conditional Local Convolution for Spatio-temporal Meteorological Forecasting Pytorch
Stars
Forks
AAAI 2022
Traffic Flow PEMS03
PEMS04
PEMS07
PEMS08
PEMS07(M)
PEMS07(L)
STG-NCDE Graph Neural Controlled Differential Equations for Traffic Forecasting Pytorch
Stars
Forks
AAAI 2022
Traffic Flow GT-221
WRS-393
ZGC-564
STDEN STDEN: Towards Physics-guided Neural Networks for Traffic Flow Prediction Pytorch
Stars
Forks
AAAI 2022
Multivariable Electricity
Traffic
PEMS07(M)
METR-LA
CATN CATN: Cross Attentive Tree-Aware Network for Multivariate Time Series Forecasting None AAAI 2022
Multivariable ETT
Electricity
TS2Vec TS2Vec: Towards Universal Representation of Time Series Pytorch
Stars
Forks
AAAI 2022
Multivariable ETT
Electricity
Weather
Triformer Triformer: Triangular, Variable-Specific Attentions for Long Sequence Multivariate Time Series Forecasting--Full Version Pytorch
Stars
Forks
IJCAI 2022
Multivariable PEMS03
PEMS04
PEMS07
PEMS08
FOGS FOGS: First-Order Gradient Supervision with Learning-based Graph for Traffic Flow Forecasting Pytorch
Stars
Forks
IJCAI 2022
Multivariable PEMS04
PEMS08
RPCM
RGSL Regularized Graph Structure Learning with Semantic Knowledge for Multi-variates Time-Series Forecasting Pytorch
Stars
Forks
IJCAI 2022
Multivariable Air Quality
Parking
DMGA Long-term Spatio-Temporal Forecasting via Dynamic Multiple-Graph Attention None IJCAI 2022
Multivariable YellowCab
GreenCab
Solar
ST-KMRN Physics-Informed Long-Sequence Forecasting From Multi-Resolution Spatiotemporal Data Author IJCAI 2022
Multivariable NYCTaxi
NYCBike
CHIBike
BJTaxi
Chengdu
STAN When Transfer Learning Meets Cross-City Urban Flow Prediction: Spatio-Temporal Adaptation Matters None IJCAI 2022
Multivariable Hurricanes
Ausgrid
Weather
DeepExtrema DeepExtrema: A Deep Learning Approach for Forecasting Block Maxima in Time Series Data Pytorch
Stars
Forks
IJCAI 2022
Multivariable GoogleSymptoms
Covid19
Power
Tweet
CAMul CAMul: Calibrated and Accurate Multi-view Time-Series Forecasting Pytorch
Stars
Forks
WWW 2022
Multivariable Electricity
Stock
MRLF Multi-Granularity Residual Learning with Confidence Estimation for Time Series Prediction Pytorch
Stars
Forks
WWW 2022
Multivariable
Classification
Forecasting
MuJoCo
Google Stock
EXIT EXIT: Extrapolation and Interpolation-based Neural Controlled Differential Equations for Time-series Classification and Forecasting Pytorch
Stars
Forks
WWW 2022
Traffic Flow PEMS03
PEMS04
PEMS07
PEMS08
ST-WA Towards Spatio- Temporal Aware Traffic Time Series Forecasting Pytorch
Stars
Forks
ICDE 2022
Mobility
Prediction
NYC
Dallas
Miami
SHIFT Translating Human Mobility Forecasting through Natural Language Generation Hao Xue WSDM 2022
Traffic Flow TaxiBJ
BikeNYC
ST-GSP ST-GSP: Spatial-Temporal Global Semantic Representation Learning for Urban Flow Prediction Pytorch
Stars
Forks
WSDM 2022
Multivariable Traffic
Temperature
ReTime Retrieval Based Time Series Forecasting None CIKM 2022
Multivariable Rainfall
Traffic
ETT
Stock
Climate
DXtreMM Deep Extreme Mixture Model for Time Series Forecasting Pytorch
Stars
Forks
CIKM 2022
MTS Analysis
MTS Forecasting
Anormaly Detection
ETT
Electricity
SMD
SMAP
MSL
SWaT
MARINA MARINA: An MLP-Attention Model for Multivariate Time-Series None CIKM 2022
Traffic Speed METR-LA
PEMS-BAY
ResCAL Residual Correction in Real-Time Traffic Forecasting None CIKM 2022
Model Selection AutoForecast AutoForecast: Automatic Time-Series Forecasting Model Selection None CIKM 2022
Traffic Flow PEMS04
PEMS07
PEMS08
DastNet Domain Adversarial Spatial-Temporal Network: A Transferable Framework for Short-term Traffic Forecasting across Cities Pytorch
Stars
Forks
CIKM 2022
Traffic Flow & Speed METR-LA
PEMS-BAY
PEMS03
PEMS04
PEMS07
PEMS08
AutoSTS Automated Spatio-Temporal Synchronous Modeling with Multiple Graphs for Traffic Prediction YongLi THU CIKM 2022
Traffic Condition TRCV-BJ
TRCV-SH
TRCV-ZZ
DuTraffic DuTraffic: Live Traffic Condition Prediction with Trajectory Data and Street Views at Baidu Maps None CIKM 2022
Multivariable ETT
Electricity
WTH
Weather
ILI
Exchange
Linear Do Simpler Statistical Methods Perform Better in Multivariate Long Sequence Time-Series Forecasting? None CIKM 2022
Multivariable Solar
Traffic
Electricity
Exchange
MAGL Memory Augmented Graph Learning Networks for Multivariate Time Series Forecasting None CIKM 2022
Multivariable PEMS04
PEMS07
PEMS08
PEMS-BAY
Electricity
STID Spatial-Temporal Identity: A Simple yet Effective Baseline for Multivariate Time Series Forecasting Pytorch
Stars
Forks
CIKM 2022
Multivariable METR-LA
PEMS-BAY
PEMS04
PEMS07
ASTTN Adaptive Graph Spatial-Temporal Transformer Network for Traffic Forecasting None CIKM 2022
Multivariable Seoul CGAN Context-aware Traffic Flow Forecasting in New Roads None CIKM 2022
Traffic Flow & Speed METR-LA
PEMS-BAY
PEMS-M
PEMS04
PEMS08
ST-GAT ST-GAT: A Spatio-Temporal Graph Attention Network for Accurate Traffic Speed Prediction Author CIKM 2022
Traffic Speed METR-LA
PEMS-BAY
HOMGNNs Higher-Order Masked Graph Neural Networks for Traffic Flow Prediction Pytorch
Stars
Forks
ICDM 2022
Multivariable M4
Electricity
car-parts
TopAttn Topological Attention for Time Series Forecasting Pytorch

Stars
Forks Future
NeurIPS 2021
Multivariable Rossmann
M5
Wiki
MisSeq MixSeq: Connecting Macroscopic Time Series Forecasting with Microscopic Time Series Data None NeurIPS 2021
Multivariable ETT
Electricity
Exchange
Traffic
Weather
ILI
Autoformer Autoformer: Decomposition Transformers with Auto-Correlation for Long-Term Series Forecasting Pytorch
Stars
Forks
NeurIPS 2021
Multivariable PEMS04
PEMS08
Traffic
ADI
M4 ,etc
Error Adjusting for Autocorrelated Errors in Neural Networks for Time Series Pytorch
Stars
Forks
NeurIPS 2021
Multivariable Bytom
Decentraland
PEMS04
PEMS08
Z-GCNETs Z-GCNETs: Time Zigzags at Graph Convolutional Networks for Time Series Forecasting Pytorch
Stars
Forks
ICML 2021
Multivariable PEMS07(M)
METR-LA
PEMS-BAY
Cov Conditional Temporal Neural Processes with Covariance Loss None ICML 2021
Multivariable METR-LA
PEMS-BAY
PMU
GTS Discrete Graph Structure Learning for Forecasting Multiple Time Series Pytorch
Stars
Forks
ICLR 2021
Multivariable Benz
Air Quality
FuelMoisture
framework A Transformer-based Framework for Multivariate Time Series Representation Learning Pytorch
Stars
Forks
KDD 2021
Federated Multivariable PEMS-BAY
METR-LA
CNFGNN Cross-Node Federated Graph Neural Network for Spatio-Temporal Data Modeling Pytorch
Stars
Forks
KDD 2021
Traffic Speed PEMS04
PEMS08
England
DMSTGCN Dynamic and Multi-faceted Spatio-temporal Deep Learning for Traffic Speed Forecasting Pytorch
Stars
Forks
KDD 2021
Traffic Flow PEMS07(M)
PEMS07(L)
PEMS03
PEMS04
PEMS07
PEMS08
STGODE Spatial-Temporal Graph ODE Networks for Traffic Flow Forecasting Pytorch
Stars
Forks
KDD 2021
Multivariable BikeNYC
PEMS07(M)
Electricity
ST-Norm ST-Norm: Spatial and Temporal Normalization for Multi-variate Time Series Forecasting Pytorch
Stars
Forks
KDD 2021
Multivariable DiDiXM
DiDiCD
TrajNet TrajNet: A Trajectory-Based Deep Learning Model for Traffic Prediction None KDD 2021
Robust Forecasting MIMIC-III
USHCN
KDD-CUP
DGM Dynamic Gaussian Mixture based Deep Generative Model For Robust Forecasting on Sparse Multivariate Time Series Pytorch
Stars
Forks
AAAI 2021
Multivariable Guangzhou
Seattle
HZMetro , etc.
DSARF Deep Switching Auto-Regressive Factorization: Application to Time Series Forecasting Pytorch
Stars
Forks
AAAI 2021
Traffic Speed METR-LA
PEMS-BAY
FC-GAGA FC-GAGA: Fully Connected Gated Graph Architecture for Spatio-Temporal Traffic Forecasting TF
Stars
Forks
AAAI 2021
Traffic Speed DiDiJiNan
DiDiXiAn
HGCN Hierarchical Graph Convolution Network for Traffic Forecasting Pytorch
Stars
Forks
AAAI 2021
Multivariable ETT
Weather
Electricity
Informer Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting Pytorch
Stars
Forks
AAAI 2021
Traffic Flow NYCMetro
NYC Bike
NYC Taxi
MOTHER Modeling Heterogeneous Relations across Multiple Modes for Potential Crowd Flow Prediction None AAAI 2021
Multivariable METR-LA
PEMS-BAY
PEMS07(M)
PEMS07(L)
PEMS03
PEMS04
PEMS07
PEMS08
STFGNN Spatial-Temporal Fusion Graph Neural Networks for Traffic Flow Forecasting Mxnet
Stars
Forks
AAAI 2021
Multivariable BJ Taxi
NYC Taxi
NYC Bike1
NYC Bike2
STGDN Traffic Flow Forecasting with Spatial-Temporal Graph Diffusion Network Mxnet
Stars
Forks
AAAI 2021
Traffic Flow SG-TAXI TrGNN Traffic Flow Prediction with Vehicle Trajectories Pytorch
Stars
Forks
AAAI 2021
Multivariable Road
POIs
SIGtraf
DMLM Predicting Traffic Congestion Evolution: A Deep Meta Learning Approach Future IJCAI 2021
Multivariable East Bay
METR-LA
US
D-DA-GRNN EnhanceNet: Plugin Neural Networks for Enhancing Correlated Time Series Forecasting Pytorch
Stars
Forks
ICDE 2021
Multivariable Water
Humidity
Wind, etc
EA-DRL An Actor-Critic Ensemble Aggregation Model for Time-Series Forecasting None ICDE 2021
Traffic Flow TaxiBJ
DiDiCD
TaxiRome
AttConvLSTM Modeling Citywide Crowd Flows using Attentive Convolutional LSTM None ICDE 2021
Traffic Speed
Traffic Flow
METR-LA
PEMS-BAY
eMS03
PEMS04
PEMS07
PEMS08...
Benchmark An Empirical Experiment on Deep Learning Models for Predicting Traffic Data Future ICDE 2021
Multivariable Motes
Soil
Revenue
Traffic
20CR
NET Network of Tensor Time Series Pytorch
Stars
Forks
WWW 2021
Multivariable VevoMusic
WikiTraffic
LOS-LOOP
SZ-taxi
Radflow Radflow: A Recurrent, Aggregated, and Decomposable Model for Networks of Time Series Pytorch
Stars
Forks
WWW 2021
Multivariable METR-LA
Wiki-EN
REST REST: Reciprocal Framework for Spatiotemporal-coupled Predictions None WWW 2021
Multivariable PEMS03
PEMS04
PEMS07
PEMS08
HZMetro
ASTGNN Learning Dynamics and Heterogeneity of Spatial-Temporal Graph Data for Traffic Forecasting Pytorch
Stars
Forks
TKDE 2021
Multivariable TaxiBJ
BikeNYC-I
BikeNYC-II
TaxiNYC
METR-LA
PEMS-BAY
PEMS07(M)
DL-Traff DL-Traff: Survey and Benchmark of Deep Learning Models for Urban Traffic Prediction Graph:PyTorch
Grid:TF
Stars
Forks
CIKM 2021
Multivariable METR-LA
PEMS-BAY
PEMS07(M)
TorchGeoTem PyTorch Geometric Temporal: Spatiotemporal Signal Processing with Neural Machine Learning Models PyTorch CIKM 2021
Traffic Flow TaxiBJ
BikeNYC
LLF Learning to Learn the Future: Modeling Concept Drifts in Time Series Prediction None CIKM 2021
Multivariable ETT
Electricity
HI Historical Inertia: A Neglected but Powerful Baseline for Long Sequence Time-series Forecasting None CIKM 2021
Multivariable ETT
ELE
AGCNT AGCNT: Adaptive Graph Convolutional Network for Transformer-based Long Sequence Time-Series Forecasting None CIKM 2021
Cellular Traffic cellular MPGAT Multivariate and Propagation Graph Attention Network for Spatial-Temporal Prediction with Outdoor Cellular Traffic Pytorch
Stars
Forks
Future
CIKM 2021
Traffic Speed METR-LA
PEMS-BAY
Simulated
STNN Space Meets Time: Local Spacetime Neural Network For Traffic Flow Forecasting Pytorch
Stars
Forks
ICDM 2021
Traffic Speed DiDiCD
DiDiXiAn
T-wave Trajectory WaveNet: A Trajectory-Based Model for Traffic Forecasting Pytorch
Stars
Forks
ICDM 2021
Multivariable Sanyo
Hanergy
Solar
Electricity
Exchange
SSDNet SSDNet: State Space Decomposition Neural Network for Time Series Forecasting Pytorch
Stars
Forks
ICDM 2021
Traffic Volumn HangZhou City
JiNan City
CTVI Temporal Multi-view Graph Convolutional Networks for Citywide Traffic Volume Inference Pytorch
Stars
Forks
ICDM 2021
Traffic Volumn Uber Movements
Grab-Posisi
TEST-GCN TEST-GCN: Topologically Enhanced Spatial-Temporal Graph Convolutional Networks for Traffic Forecasting None ICDM 2021
Multivariable Air Quality City
Meterology
ATGCN Modeling Inter-station Relationships with Attentive Temporal Graph Convolutional Network for Air Quality Prediction None WSDM 2021
Traffic Flow WalkWLA
BikeNYC
TaxiNYC
PDSTN Predicting Crowd Flows via Pyramid Dilated Deeper Spatial-temporal Network None WSDM 2021
Traffic Flow PEMS04
PEMS08
AGCRN Adaptive Graph Convolutional Recurrent Network for Traffic Forecasting Pytorch
Stars
Forks
NeurIPS 2020
Multivariable Electricity
Traffic
Wind
Solar
M4-Hourly
AST Adversarial Sparse Transformer for Time Series Forecasting Pytorch
Stars
Forks
NeurIPS 2020
Multivariable METR-LA
PEMS-BAY
PEMS07
PEMS03
PEMS04 ,etc
StemGNN Spectral Temporal Graph Neural Network for Multivariate Time-series Forecasting Pytorch
Stars
Forks
NeurIPS 2020
Multivariable M4
M3
Tourism
N-BEATS N-BEATS: Neural basis expansion analysis for interpretable time series forecasting Pytorch+Keras
Stars
Forks
ICLR 2020
Traffic Flow Traffic
Energy
Electricity
Exchange
METR-LA
PEMS-BAY
MTGNN Connecting the Dots: Multivariate Time Series Forecasting with Graph Neural Networks Pytorch
Stars
Forks
KDD 2020
Traffic Flow Taxi-NYC
Bike-NYC
CTM
DSAN Preserving Dynamic Attention for Long-Term Spatial-Temporal Prediction TF
Stars
Forks
KDD 2020
Traffic Speed
Traffic Flow
Shenzhen Curb-GAN Curb-GAN: Conditional Urban Traffic Estimation through Spatio-Temporal Generative Adversarial Networks Pytorch
Stars
Forks
KDD 2020
Traffic Flow TaxiBJ
CrowdBJ
TaxiJN
TaxiGY
AutoST AutoST: Efficient Neural Architecture Search for Spatio-Temporal Prediction None KDD 2020
Traffic Volumn W3-715
E5-2907
HSTGCN Hybrid Spatio-Temporal Graph Convolutional Network: Improving Traffic Prediction with Navigation Data None KDD 2020
Multivariable Xiamen
PEMS-BAY
GMAN GMAN: A Graph Multi-Attention Network for Traffic Prediction TF

Stars
Forks Pytorch
AAAI 2020
Multivariable PEMS03
PEMS04
PEMS07
PEMS08
STSGCN Spatial-temporal synchronous graph convolutional networks: A new framework for spatial-temporal network data forecasting Mxnet
Stars
Forks
Pytorch
Stars
Forks
AAAI 2020
Multivariable Traffic
Energy
NASDAQ
MLCNN Towards Better Forecasting by Fusing Near and Distant Future Visions Pytorch
Stars
Forks
AAAI 2020
Multivariable PEMS-S
PEMS-BAY
METR-LA
BJF
BRF
BRF-L
SLCNN Spatio-temporal graph structure learning for traffic forecasting None AAAI 2020
Traffic Speed METR-LA
PEMS-BAY
MRA-BGCN Multi-Range Attentive Bicomponent Graph Convolutional Network for Traffic Forecasting None AAAI 2020
Metro Flow HKMetro WDGTC Tensor Completion for Weakly-Dependent Data on Graph for Metro Passenger Flow Prediction TF
Stars
Forks
AAAI 2020
Multivariable MovingMNIST
TaxiBJ
KTH
SA-ConvLSTM Self-Attention ConvLSTM for Spatiotemporal Prediction TF
Stars
Forks
PyTorch
AAAI 2020
Metro Flow SydneyMetro MLC-PPF Potential Passenger Flow Prediction-A Novel Study for Urban Transportation Development None AAAI 2020
Commuting Flow Lodes
Pluto
OSRM
GMEL Learning Geo-Contextual Embeddings for Commuting Flow Prediction Pytorch
Stars
Forks
AAAI 2020
Multivariable Traffic
Exchange
Solar
DeepTrends Tensorized LSTM with Adaptive Shared Memory for Learning Trends in Multivariate Time Series TF
Stars
Forks
AAAI 2020
Multivariable Traffic
Electricity
SmokeVideo
PCSales
RawMaterials
BHT Block Hankel Tensor ARIMA for Multiple Short Time Series Forecasting Python
Stars
Forks
AAAI 2020
Traffic Speed PEMS04
PEMS07
PEMS08
LSGCN LSGCN: Long Short-Term Traffic Prediction with Graph Convolutional Networks TF
Stars
Forks
IJCAI 2020
Traffic Flow BikeNYC
MobileBJ
CSCNet A Sequential Convolution Network for Population Flow Prediction with Explicitly Correlation Modelling None IJCAI 2020
Multivariable USDCNY
USDKRW
USDIDR
WATTNet WATTNet: learning to trade FX via hierarchical spatio-temporal representation of highly multivariate time series TF
Stars
Forks
IJCAI 2020
Fine-grained CitiBikeNYC
Div
Metro
GACNN Towards Fine-grained Flow Forecasting: A Graph Attention Approach for Bike Sharing Systems None WWW 2020
Flow
Distribution
Austin
Louisville
Minneapolis
GCScoot Dynamic Flow Distribution Prediction for Urban Dockless E-Scooter Sharing Reconfiguration None WWW 2020
Traffic Speed METR-LA
PEMS-BAY
STGNN Traffic Flow Prediction via Spatial Temporal Graph Neural Network Pytorch
Stars
Forks
WWW 2020
Traffic Speed DiDiCD STAG-GCN Spatiotemporal Adaptive Gated Graph Convolution Network for Urban Traffic Flow Forecasting Pytorch
Stars
Forks
CIKM 2020
Traffic Speed METR-LA
PEMS-BAY
ST-GRAT ST-GRAT: A Novel Spatio-temporal Graph Attention Networks for Accurately Forecasting Dynamically Changing Road Speed Pytorch
Stars
Forks
CIKM 2020
Traffic Flow BJ-Taxi
NYC-Taxi
NYC-Bike-1
NYC-Bike-2
ST-CGA Spatial-Temporal Convolutional Graph Attention Networks for Citywide Traffic Flow Forecasting Keras
Stars
Forks
CIKM 2020
Traffic Flow NYCBike
NYCTaxi
MT-ASTN Multi-task Adversarial Spatial-Temporal Networks for Crowd Flow Prediction Pytorch
Stars
Forks
CIKM 2020
Traffic Speed SFO
NYC
DIGC Deep Graph Convolutional Networks for Incident-Driven Traffic Speed Prediction None CIKM 2020
Metro Flow SZMetro
HZMetro
STP-TrellisNets STP-TrellisNets: Spatial-Temporal Parallel TrellisNets for Metro Station Passenger Flow Prediction None CIKM 2020
Multivariable Air Quality
BikeNYC
METR-LA
AGSTN AGSTN: Learning Attention-adjusted Graph Spatio-Temporal Networks for Short-term Urban Sensor Value Forecasting Keras
Stars
Forks
ICDM 2020
Traffic Speed METR-LA
PEMS-BAY
FreqST FreqST: Exploiting Frequency Information in Spatiotemporal Modeling for Traffic Prediction None ICDM 2020
Traffic Flow PEMS03
PEMS07
TSSRGCN Tssrgcn: Temporal spectral spatial retrieval graph convolutional network for traffic flow forecasting None ICDM 2020
Multivariable Air Quality
DarkSky
Geographic
DeepLATTE Building Autocorrelation-Aware Representations for Fine-Scale Spatiotemporal Prediction Pytorch
Stars
Forks
ICDM 2020
Traffic Flow XATaxi
BJTaxi
PortoTaxi
ST-PEFs Interpretable Spatiotemporal Deep Learning Model for Traffic Flow Prediction Based on Potential Energy Fields None ICDM 2020
Traffic Speed
Flow
SZSpeed
SZTaxi
cST-ML cST-ML: Continuous Spatial-Temporal Meta-Learning for Traffic Dynamics Prediction Pytorch
Stars
Forks
ICDM 2020
Multivariable Electricity
Traffic
Wiki
PEMS07(M)
DeepGLO Think Globally, Act Locally: A Deep Neural Network Approach to High-Dimensional Time Series Forecasting Pytorch
Stars
Forks
NeurIPS 2019
Multivariable Electricity
Traffic
Solar
M4
Wind
LogSparse Enhancing the Locality and Breaking the Memory Bottleneck of Transformer on Time Series Forecasting Pytorch
Stars
Forks
NeurIPS 2019
Multivariable Synthetic
ECG5000
Traffic
DILATE Shape and Time Distortion Loss for Training Deep Time Series Forecasting Models Pytorch
Stars
Forks
NeurIPS 2019
Traffic Flow Earthquake DeepUrbanEvent DeepUrbanEvent: A System for Predicting Citywide Crowd Dynamics at Big Events Keras
Stars
Forks
KDD 2019
Traffic Flow
Speed
TDrive
METR-LA
ST-MetaNet Urban Traffic Prediction from Spatio-Temporal Data Using Deep Meta Learning Mxnet
Stars
Forks
KDD 2019
Multivariable Rossman
Walmart
Electricity
Traffic
Parts
ARU Streaming Adaptation of Deep Forecasting Models using Adaptive Recurrent Units TF
Stars
Forks
KDD 2019
Multivariable Air Quality AccuAir AccuAir: Winning Solution to Air Quality Prediction for KDD Cup 2018 None KDD 2019
Traffic Flow Simulated
RoadTraffic
Wikipedia
ERMreg Regularized Regression for Hierarchical Forecasting Without Unbiasedness Conditions None KDD 2019
Multivariable
under event
Climate
Stock
Pseudo
EVL Modeling Extreme Events in Time Series Prediction None KDD 2019
Traffic Flow PEMS04
PEMS08
METR-LA
ASTGCN Attention Based Spatial-Temporal Graph Convolutional Networks for Traffic Flow Forecasting Mxnet
Stars
Forks
AAAI 2019
Traffic Flow
Speed
NYC
PEMS0(M)
DGCNN Dynamic spatial-temporal graph convolutional neural networks for traffic forecasting None AAAI 2019
Traffic FLow NYC-Taxi
NYC-Bike
STDN Revisiting Spatial-Temporal Similarity: A Deep Learning Framework for Traffic Prediction Keras
Stars
Forks
AAAI 2019
Traffic Flow MobileBJ
BikeNYC
DeepSTN+ DeepSTN+: context-aware spatial-temporal neural network for crowd flow prediction in metropolis TF
Stars
Forks
AAAI 2019
Traffic Speed METR-LA
PEMS-BAY
Res-RGNN Gated residual recurrent graph neural networks for traffic prediction None AAAI 2019
Traffic FLow MetroBJ
BusBJ
TaxiBJ
GSTNet GSTNet: Global Spatial-Temporal Network for Traffic Flow Prediction Pytorch
Stars
Forks
IJCAI 2019
Traffic Speed METR-LA
PEMS-BAY
GWN Graph WaveNet for Deep Spatial-Temporal Graph Modeling Pytorch
Stars
Forks
IJCAI 2019
Traffic Flow DidiSY
BikeNYC
TaxiBJ
STG2Seq STG2Seq: Spatial-Temporal Graph to Sequence Model for Multi-step Passenger Demand Forecasting TF
Stars
Forks
IJCAI 2019
Multivariable GHL
Electricity
TEP
DyAt DyAt Nets: Dynamic Attention Networks for State Forecasting in Cyber-Physical Systems Pytorch
Stars
Forks
IJCAI 2019
Multivariable Air Quality MGED Multi-Group Encoder-Decoder Networks to Fuse Heterogeneous Data for Next-Day Air Quality Prediction None IJCAI 2019
Traffic Volumn Chicago
Boston
MetaST Learning from Multiple Cities: A Meta-Learning Approach for Spatial-Temporal Prediction TF
Stars
Forks
WWW 2019
TrafficPred
imputation
GZSpeed
HZMetro
Seattle
London
BTF Bayesian Temporal Factorization for Multidimensional Time Series Prediction Python
Stars
Forks
TPAMI 2019
Multivariable Gas Station DSANet DSANet: Dual Self-Attention Network for Multivariate Time Series Forecasting Pytorch
Stars
Forks
CIKM 2019
Multivariable Solar
Traffic
Exchange
Electricity
PEMS ,etc
Study Experimental Study of Multivariate Time Series Forecasting Models None CIKM 2019
Traffic Speed DiDiCD
DiDiXA
BTRAC Boosted Trajectory Calibration for Traffic State Estimation None ICDM 2019
Multivariable Photovoltaic MTEX-CNN MTEX-CNN: Multivariate Time Series EXplanations for Predictions with Convolutional Neural Networks Pytorch
Stars
Forks
ICDM 2019
Traffic Speed BJER4
PEMS07(M)
PEMS07(L)
STGCN Spatio-Temporal Graph Convolutional Networks: A Deep Learning Framework for Traffic Forecasting TF
Stars
Forks Mxnet Pytorch1
Stars
Forks Pytorch2 Pytorch3
Stars
Forks
IJCAI 2018
Traffic Speed METR-LA
PEMS-BAY
DCRNN Diffusion Convolutional Recurrent Neural Network: Data-Driven Traffic Forecasting TF
Stars
Forks Pytorch
ICLR 2018
Task Data Model Paper Code Publication
Paper Nums:40+
probability Exchange
ILI
ETT
Electricity
Traffic
Weather
TMDM Transformer-Modulated Diffusion Models for Probabilistic Multivariate Time Series Forecasting None ICLR 2024
probability Exchange
Solar
Electricity
Traffic
Taxi
Wikipedia
VQ-TR VQ-TR: Vector Quantized Attention for Time Series Forecasting None ICLR 2024
Conformer COVID-19 CopulaCPTS Copula Conformal prediction for multi-step time series prediction Pytorch
Stars
Forks
ICLR 2024
probability Solar
Electricity
Traffic
Taxi
Wikipedia
LDT Latent Diffusion Transformer for Probabilistic Time Series Forecasting None AAAI 2024
probability Solar
Electricity
Traffic
Exchange
M4-Hourly
UberTLC
KDDCup
Wikipedia
TSDiff Predict, Refine, Synthesize: Self-Guiding Diffusion Models for Probabilistic Time Series Forecasting GluonTS
Stars
Forks
NIPS 2023
Quantile Electricity
Kaggle
M4-daily
Traffic
Wiki
Ensemble Theoretical Guarantees of Learning Ensembling Strategies with Applications to Time Series Forecasting None ICML 2023
Quantile Boston
Concrete
kin8nm
Power
Protein
Wine
M5
BVAE Neural Spline Search for Quantile Probabilistic Modeling None AAAI 2023
Quantile Traffc
Electricity
Solar Energy
pTSE pTSE: A Multi-model Ensemble Method for Probabilistic Time Series Forecasting None IJCAI 2023
probability PEMS03
PEMS04
PEMS07
PEMS08
DeepSTUQ Uncertainty Quantification for Traffic Forecasting: A Unified Approach None ICDE 2023
probability Electricity
Traffc
Solar
Exchange
M4
PDTrans Probabilistic Decomposition Transformer for Time Series Forecasting Pytorch
Stars
Forks
SDM 2023
probability Taxi

Electricity Traffc
Exchange
COPDEEPAR Coherent Probabilistic Forecasting of Temporal Hierarchies GluonTS AISTATS 2023
probability Traffic
Electricity
Weather
ETT
Wind
BVAE Generative Time Series Forecasting with Diffusion, Denoise, and Disentanglement Paddle NeurIPS 2022
probability & Stock Price
Wind Speed
Volat Volatility Based Kernels and Moving Average Means for Accurate Forecasting with Gaussian Processes Pytorch,GPyTorch
Stars
Forks
ICML 2022
probability &
Point &
Others
electricity
Yacht
Boston, etc
AQF Autoregressive Quantile Flows for Predictive Uncertainty Estimation None ICLR 2022
probability IRIS
Digits
EightSchools
EMF Embedded-model flows: Combining the inductive biases of model-free deep learning and explicit probabilistic modeling Pytorch
Stars
Forks
ICLR 2022
probability Bike Sharing
UCI
NYU Depth v2
NatPN Natural Posterior Network: Deep Bayesian Predictive Uncertainty for Exponential Family Distributions Pytorch
Stars
Forks
ICLR 2022
probability Carbon
Concrete
Energy
Housing,etc
β−NLL On the Pitfalls of Heteroscedastic Uncertainty Estimation with Probabilistic Neural Networks Pytorch
Stars
Forks
ICLR 2022
probability & Point CDP
SLD
STZINB-GNN Uncertainty Quantification of Sparse Travel Demand Prediction with Spatial-Temporal Graph Neural Networks Pytorch
Stars
Forks
KDD 2022
probability & Point Sichuan
Panama
PrEF PrEF: Probabilistic Electricity Forecasting via Copula-Augmented State Space Model None AAAI 2022
probability ETT
Solar
Electricity
KLST Coherent Probabilistic Aggregate Queries on Long-horizon Forecasts Pytorch
Stars
Forks
IJCAI 2022
probability Exchange
Solar
Electricity
Traffic
Wiki
EMSSM Memory Augmented State Space Model for Time Series Forecasting None IJCAI 2022
Prediction
Intervals
DMV
Census
Forest
Power
Evaluation Prediction Intervals for Learned Cardinality Estimation: An Experimental Evaluation None ICDE 2022
Periodic Forecasting ETT
Weather
DeepFS Bridging Self-Attention and Time Series Decomposition for Periodic Forecasting None CIKM 2022
probability Electricity
Traffic
Wiki
M4
ISQF Learning Quantile Functions without Quantile Crossing for Distribution-free Time Series Forecasting GluonTS AISTATS 2022
probability M4
Traffic
Electricity
Robust Robust Probabilistic Time Series Forecasting GluonTS AISTATS 2022
probability Electricity
Traffic
M4
MQF Multivariate Quantile Function Forecaster GluonTS AISTATS 2022
probability Electricity
Traffic
Wiki
Azure
C2FAR C2FAR: Coarse-to-Fine Autoregressive Networks for Precise Probabilistic Forecasting Future AISTATS 2022
Imputation &
Probabilistic
PhysioNet
Air Quality
CSDI CSDI: Conditional Score-based Diffusion Models for Probabilistic Time Series Imputation Pytorch
Stars
Forks
NeurIPS 2021
probability MIMIC-III
EEG
COVID-19
CF-RNN Conformal Time-series Forecasting Pytorch
Stars
Forks
NeurIPS 2021
probability CDC Flu EPIFNP When in Doubt: Neural Non-Parametric Uncertainty Quantification for Epidemic Forecasting Pytorch
Stars
Forks
NeurIPS 2021
probability Basketball
Weather
GLIM Probability Paths and the Structure of Predictions over Time R NeurIPS 2021
probability Facebook
Meps
Star
Bike ,etc
LSF Probabilistic Forecasting: A Level-Set Approach GluonTS NeurIPS 2021
probability Solar
Electricity
Traffic
Taxi
Wikipedia
ProTran Probabilistic Transformer For Time Series Analysis None NeurIPS 2021
Prediction
Intervals
Solar
Wind
EnbPI Conformal prediction interval for dynamic time-series Pytorch
Stars
Forks
ICML 2021
probability Exchange
Solar
Electricity
Traffic
Taxi
Wiki
TimeGrad Autoregressive Denoising Diffusion Models for Multivariate Probabilistic Time Series Forecasting Pytorch
Stars
Forks
ICML 2021
probability & Point PEMS03
PEMS04
PEMS07
PEMS08
Electricity
Traffic , etc
AGCGRU RNN with Particle Flow for Probabilistic Spatio-temporal Forecasting TF
Stars
Forks
ICML 2021
probability Tourism
Labour
Traffic
Wiki
Electricity
Traffic , etc
Hier-E2E End-to-End Learning of Coherent Probabilistic Forecasts for Hierarchical Time Series MXNet ICML 2021
probability Sine
MNIST
Billiards
S&P
Stock
Whittle Whittle Networks: A Deep Likelihood Model for Time Series TF
Stars
Forks
ICML 2021
probability METR-LA
PEMS-BAY
PMU
GTS Discrete Graph Structure Learning for Forecasting Multiple Time Series Pytorch
Stars
Forks
ICLR 2021
probability & Point Exchange
Solar
Electricity
Traffic
Taxi
Wikipedia
MAF Multivariate Probabilistic Time Series Forecasting via Conditioned Normalizing Flows Pytorch
Stars
Forks
ICLR 2021
probability MNIST
PhysioNet2012
PNCNN Probabilistic Numeric Convolutional Neural Networks None ICLR 2021
probability & Point Energy
Wine
Power
MSD, etc
PGBM Probabilistic Gradient Boosting Machines for Large-Scale Probabilistic Regression Pytorch
Stars
Forks
KDD 2021
probability DiDICD TrajNet TrajNet: A Trajectory-Based Deep Learning Model for Traffic Prediction None KDD 2021
probability Air Quality
METR-LA
COVID-19
UQ Quantifying Uncertainty in Deep Spatiotemporal Forecasting Pytorch
Stars
Forks
KDD 2021
probability Electricity
Traffic
Environment
Air Quality
Dewpoint,etc
VSMHN Synergetic Learning of Heterogeneous Temporal Sequences for Multi-Horizon Probabilistic Forecasting Pytorch
Stars
Forks
AAAI 2021
probability & Point Traffic
Electricity
Wiki
Solar
Taxi
TLAE Temporal Latent Auto-Encoder: A Method for Probabilistic Multivariate Time Series Forecasting None AAAI 2021
probability Patient EHR
Public Health
UNITE UNITE: Uncertainty-based Health Risk Prediction Leveraging Multi-sourced Data Pytorch
Stars
Forks
WWW 2021
probability Exchange
Solar
Electricity
Traffic
Wiki
ARSGLS Deep Rao-Blackwellised Particle Filters for Time Series Forecasting None NeurIPS 2020
probability Electricity
Traffic
Wind
Solar
M4
AST Adversarial Sparse Transformer for Time Series Forecasting Pytorch
Stars
Forks
NeurIPS 2020
probability Traffic
Electricity
STRIPE Probabilistic Time Series Forecasting with Shape and Temporal Diversity Pytorch
Stars
Forks
NeurIPS 2020
probability Exchange
Solar
Electricity
Wiki
Traffic
NKF Normalizing Kalman Filters for Multivariate Time Series Analysis None NeurIPS 2020
quantile MIMIC-III BJRNN Frequentist Uncertainty in RNNs via Blockwise Influence Functions Pytorch
Stars
Forks
ICML 2020
probability S&P 500
Electricity
Monte-Carlo Adversarial Attacks on Probabilistic Autoregressive Forecasting Models Pytorch
Stars
Forks
ICML 2020
probability Boston
Concrete
Energy
Kin8nm
Naval, etc
NGBoost NGBoost: Natural Gradient Boosting for Probabilistic Prediction Python
Stars
Forks
ICML 2020
probability Physionet
NHIS
DME Deep Mixed Effect Model Using Gaussian Processes: A Personalized and Reliable Prediction for Healthcare Pytorch
Stars
Forks
AAAI 2020
probability Exchange
Solar
Electricity
Traffic
NYCTaxi
Wikipedia
copula High-dimensional multivariate forecasting with low-rank Gaussian Copula Processes GluonTS NeurIPS 2019
probability Electricity
Traffic
NYCTaxi
Uber
DF Deep Factors for Forecasting None ICML 2019
probability Weather DUQ Deep Uncertainty Quantification: A Machine Learning Approach for Weather Forecasting Keras
Stars
Forks
KDD 2019
probability JD50K framework Multi-Horizon Time Series Forecasting with Temporal Attention Learning None KDD 2019
probability MIMIC-III TPF Temporal Probabilistic Profiles for Sepsis Prediction in the ICU None KDD 2019
probability Electricity
Traffic
Wiki
Dom
SQF Probabilistic Forecasting with Spline Quantile Function RNNs None AISTATS 2019
probability More More https://github.com/zzw-zwzhang/Awesome-of-Time-Series-Prediction More
Task Data Model Paper Code Publication
Paper Nums: 30+
Imputation AirQuality
Stocks
Electricity
Energy
CTA Continuous-time Autoencoders for Regular and Irregular Time Series Imputation Pytorch
Stars
Forks
WSDM 2024
Imputation PM2.5
PhysioNet
CSBI Provably Convergent Schrödinger Bridge with Applications to Probabilistic Time Series Imputation Pytorch
Stars
Forks
ICML 2023
Imputation MIMIC-III
PhysioNet
MNAR Probabilistic Imputation for Time-series Classification with Missing Data TF
Stars
Forks
ICML 2023
Imputation Guangzhou
Solar-energy
Westminster
TIDER
(EncDec,AR)
Multivariate Time-series Imputation with Disentangled Temporal Representations Pytorch ICLR 2023
Imputation COVID-19
AQ36
PeMS-BA
PeMS-LA
PeMS-SD
PoGeVon Networked Time Series Imputation via Position-aware Graph Enhanced Variational Autoencoders Author KDD 2023
Imputation PhysioNet
Human Activity
Warpformer Warpformer: A Multi-scale Modeling Approach for Irregular Clinical Time Series Pytorch
Stars
Forks
KDD 2023
Imputation Air Quality
METR-LA
PEMS-BAY
PriSTI PriSTI: A Conditional Diffusion Framework for Spatiotemporal Imputation Pytorch
Stars
Forks
ICDE 2023
Imputation PhysioNet12
PhysioNet19
MIMIC-III
DA-TASWDM Density-Aware Temporal Attentive Step-wise Diffusion Model For Medical Time Series Imputation None CIKM 2023
Imputation TEDDY
CAMELS
TSEst Attention-Based Multi-modal Missing Value Imputation for Time Series Data with High Missing Rate Pytorch
Stars
Forks
SDM 2023
Imputation Air Quality
METR-LA
PEMS-BAY
CER-E
GRIN
(EncDec,AR)
Filling the G_ap_s-Multivariate Time Series Imputation by Graph Neural Networks Pytorch
Stars
Forks
ICLR 2022
Imputation PhysioNet
MIMIC-III
Climate
HeTVAE
(Attn,VAE)
Heteroscedastic Temporal Variational Autoencoder For Irregularly Sampled Time Series Pytorch
Stars
Forks
ICLR 2022
Imputation MIMIC-III
OPHTHALMIC
MNIST Physionet
GIL
(AR,Attn,
GRADIENT LEARNING)
Gradient Importance Learning for Incomplete Observations TF
Stars
Forks
ICLR 2022
Imputation Chlorine level
SML2010
Air Quality
D-NLMC Dynamic Nonlinear Matrix Completion for Time-Varying Data Imputation Matlab
Author
Github
AAAI 2022
Imputation COMPAS
Adult
HSLS
ME Online Missing Value Imputation and Change Point Detection with the Gaussian Copula gcimpute AAAI 2022
Imputation Fair MIP Forest Fairness without Imputation: A Decision Tree Approach for Fair Prediction with Missing Values None AAAI 2022
Imputation Chengdu
New York
STCPA Traffic Speed Imputation with Spatio-Temporal Attentions and Cycle-Perceptual Training Pytorch
Stars
Forks
CIKM 2022
Imputation Nanjingyby
PEMS08
AST-CMCN Generative-Free Urban Flow Imputation SenzhangWang CIKM 2022
Imputation Foursquare
Gowalla
MDI-MG Multi-task Generative Adversarial Network for Missing Mobility Data Imputation None CIKM 2022
Imputation Self-defined MACRO Multi-Graph Convolutional Recurrent Network for Fine-Grained Lane-Level Traffic Flow Imputation Pytorch
Stars
Forks
ICDM 2022
Imputation Physionet
MIMIC-III
Human Activity
mTAND Multi-Time Attention Networks for Irregularly Sampled Time Series Pytorch
Stars
Forks
ICLR 2021
Imputation METR-LA
NREL
USHCN
SeData
IGNNK Inductive Graph Neural Networks for Spatiotemporal Kriging Pytorch
Stars
Forks
AAAI 2021
Imputation Activity
PhysioNet
Air Quality
SSGAN Generative Semi-supervised Learning for Multivariate Time Series Imputation Pytorch
Stars
Forks
AAAI 2021
Imputation &
Multivariable
PhysioNet
Air Quality
CSDI CSDI: Conditional Score-based Diffusion Models for Probabilistic Time Series Imputation Pytorch
Stars
Forks
NeurIPS 2021
Imputation &
Prediction
VevoMusic
WikiTraffic
Los-Loop
SZ-Taxi
Radflow Radflow: A Recurrent, Aggregated, and Decomposable Model for Networks of Time Series Pytorch
Stars
Forks
WWW 2021
Imputation PhysioNet
Air Quality
Gas Sensor
STING STING: Self-attention based Time-series Imputation Networks using GAN None ICDM 2021
Imputation Zero
MICE
SoftImpute
GMMC
GAIN
SN Why Not to Use Zero Imputation? Correcting Sparsity Bias in Training Neural Networks Future ICLR 2020
Imputation Beijing Air
PhysioNet
Porto Taxi
London Weather
LGnet Joint Modeling of Local and Global Temporal Dynamics for Multivariate Time Series Forecasting with Missing Values None AAAI 2020
Imputation Sydney
Melbourne
Brisbane
Perth, etc
SMV-NMF A spatial missing value imputation method for multi-view urban statistical data Matlab IJCAI 2020
Imputation PhysioNet
Air Quality
Wind
GANGRUI Adversarial Recurrent Time Series Imputation None TNNLS 2020
Imputation Healthcare
Climate
GRU-ODE-Bayes GRU-ODE-Bayes: Continuous Modeling of Sporadically-Observed Time Series Pytorch
Stars
Forks
NeurIPS 2019
Imputation Toy LatenODE Latent Ordinary Differential Equations for Irregularly-Sampled Time Series Pytorch
Stars
Forks
NeurIPS 2019
Imputation Sines
Stocks
Energy
Events
TimeGAN Time-series Generative Adversarial Networks TF
Stars
Forks
NeurIPS 2019
Imputation MIMIC-III
UWaveGesture
Inter-net Interpolation-Prediction Networks for Irregularly Sampled Time Series Keras
Stars
Forks
ICLR 2019
Imputation PhysioNet
KDD2018
E2gan E2gan: End-to-end generative adversarial network for multivariate time series imputation TF
Stars
Forks
IJCAI 2019
Imputation EC
RV
STI How Do Your Neighbors Disclose Your Information: Social-Aware Time Series Imputation Pytorch
Stars
Forks
WWW 2019
Task Data Model Paper Code Publication
Paper Nums: 30+
Anomaly Detection Yahoo
KPI
WSD
NAB
FCVAE Revisiting VAE for Unsupervised Time Series Anomaly Detection: A Frequency Perspective Pytorch
Stars
Forks
WWW 2024
Anomaly Detection TODS
ASD
ECG
PSM
CompanyA
Dual-TF Breaking the Time-Frequency Granularity Discrepancy in Time-Series Anomaly Detection Pytorch
Stars
Forks
WWW 2024
Anomaly Detection SMD
J-D1
J-D2
SMAP
LARA LARA: A Light and Anti-overfitting Retraining Approach for Unsupervised Time Series Anomaly Detection None WWW 2024
Anomaly Detection SWaT
WADI
PSM
SMD
MSL
SMAP
Crediy
Yahoo
When Model Meets New Normals: Test-Time Adaptation for Unsupervised Time-Series Anomaly Detection Pytorch
Stars
Forks
AAAI 2024
Anomaly Detection SMD
MSL
SMAP
SWaT
PSM
MEMTO MEMTO: Memory-guided Transformer for Multivariate Time Series Anomaly Detection No NIPS 2023
Anomaly Detection PSM
SMD
SWaT
D3R Drift doesn’t Matter: Dynamic Decomposition with Diffusion Reconstruction for Unstable Multivariate Time Series Anomaly Detection Pytorch
Stars
Forks
NIPS 2023
Anomaly Detection SWaT
WADI
PSM
MSL
SMD
trimSyn
Framework Nominality Score Conditioned Time Series Anomaly Detection by Point/Sequential Reconstruction Pytorch
Stars
Forks
NIPS 2023
Anomaly Detection SMD
MSL
SMAP
PSM
DND
PUAD Prototype-oriented unsupervised anomaly detection for multivariate time series Pytorch
Stars
Forks
ICML 2023
Anomaly Detection UCR
SMD
surrogate Unsupervised Model Selection for Time Series Anomaly Detection Author ICLR 2023
Anomaly Detection MSL
SMAP
PSM
SMD
DCdetector DCdetector: Dual Attention Contrastive Representation Learning for Time Series Anomaly Detection Pytorch
Stars
Forks
KDD 2023
Anomaly Detection MSL
SWaT
WADI
PoA Precursor-of-Anomaly Detection for Irregular Time Series Pytorch
Stars
Forks
KDD 2023
Anomaly Detection MSL
SWaT
PSM
SMAP
SMD
DiffAD Imputation-based Time-Series Anomaly Detection with Conditional Weight-Incremental Diffusion Models Pytorch
Stars
Forks
KDD 2023
Anomaly Detection SMD
SMAP
MSL
SWaT
DAEMON Adversarial Autoencoder for Unsupervised Time Series Anomaly Detection and Interpretation Pytorch
Stars
Forks
AAAI 2023
Anomaly Detection SWaT
WADI
PSM
MSL
SMD
MTGFlow Detecting Multivariate Time Series Anomalies with Zero Known Label Pytorch
Stars
Forks
AAAI 2023
Anomaly Detection SWaT
WADI SMAP
MSL
DuoGAT DuoGAT: Dual Time-oriented Graph Attention Networks for Accurate, Efficient and Explainable Anomaly Detection on Time-series Pytorch
Stars
Forks
CIKM 2023
Anomaly Detection SWaT
SMAP
MSL
PSM
SMD
MadSGM MadSGM: Multivariate Anomaly Detection with Score-based Generative Models None CIKM 2023
Anomaly Detection SMD
Boiler
ContexTDA Context-aware Domain Adaptation for Time Series Anomaly Detection None SDM 2023
Anomaly Detection AIOps
UCR
COCA Deep Contrastive One-Class Time Series Anomaly Detection Merlion,Tsaug
Stars
Forks
SDM 2023
Anomaly Detection DND
SMD
MSL
SMAP
DVGCRN Deep Variational Graph Convolutional Recurrent Network for Multivariate Time Series Anomaly Detection Future ICML 2022
Anomaly Detection YelpChi
Amazon
T-Finance
T-Social
BWGNN Rethinking Graph Neural Networks for Anomaly Detection Pytorch
Stars
Forks
ICML 2022
Anomaly Detection SMD
PSM
MSL&SMAP
SWaT
NeurIPS-TS
Anomaly Transformer Anomaly Transformer: Time Series Anomaly Detection with Association Discrepancy Pytorch
Stars
Forks
ICLR 2022
Density Estimation & Anomaly Detection PMU-B
PMU-C
SWaT
METR-LA
GANF Graph-Augmented Normalizing Flows for Anomaly Detection of Multiple Time Series Pytorch
Stars
Forks
ICLR 2022
Anomaly Detection Anomaly Detection for Tabular Data with Internal Contrastive Learning None ICLR 2022
Anomaly Detection Machine-Temp
NYCTaxi
Twitter
SWaT
algorithmic Local Evaluation of Time Series Anomaly Detection Algorithms Python
Stars
Forks
KDD 2022
Anomaly Detection SWaT
WADI
HAI
FuSAGNet Learning Sparse Latent Graph Representations for Anomaly Detection in Multivariate Time Series Pytorch
Stars
Forks
KDD 2022
Anomaly Detection Slef-defined RCAD RCAD: Real-time Collaborative Anomaly Detection System for Mobile Broadband Networks Pytorch
Stars
Forks
KDD 2022
Anomaly Detection AnomalyKiTS AnomalyKiTS-Anomaly Detection Toolkit for Time Series None AAAI 2022
Anomaly Detection SWaT
WADI
MSL
SMAP
SMD
PA Towards a Rigorous Evaluation of Time-Series Anomaly Detection None AAAI 2022
Anomaly Detection YAHOO
SMAP
MSL
PSM
NCAD Neural Contextual Anomaly Detection for Time Series Future IJCAI 2022
Anomaly Detection SWaT
WADI
SMD
PSM
GRELEN GRELEN: Multivariate Time Series Anomaly Detection from the Perspective of Graph Relational Learning None IJCAI 2022
Anomaly Detection MSL
SMAP
MNIST
,etc
CADET CADET: Calibrated Anomaly Detection for Mitigating Hardness Bias Future IJCAI 2022
Anomaly Detection ECG
HAR
MNIST
Understanding and Mitigating Data Contamination in Deep Anomaly Detection: A Kernel-based Approach None IJCAI 2022
Anomaly Detection Business SLA-VAE A Semi-Supervised VAE Based Active Anomaly Detection Framework in Multivariate Time Series for Online Systems None WWW 2022
Anomaly Detection KDDCUP99
NSL
UNSW, etc
MemStream MemStream: Memory-Based Streaming Anomaly Detection Pytorch
Stars
Forks WWW 2022
Anomaly Detection GD
HSS
ECG
NAB
Yahoo S5
2D
SYN
RDAE Robust and Explainable Autoencoders for Unsupervised Time Series Outlier Detection Author ICDE 2022
Anomaly Detection GD
HSS
ECG
TD
Yahoo S5
BiVQRAEs Anomaly Detection in Time Series with Robust Variational Quasi-Recurrent Autoencoders Pytorch
Stars
Forks
ICDE 2022
Anomaly Detection SWaT
WADI
BATADAL
MAD-SGCN MAD-SGCN: Multivariate Anomaly Detection with Self-learning Graph Convolutional Networks None ICDE 2022
Anomaly Detection NAB
UCR
MBA
SMAP
MSL
SWaT
WADI
SMD
MSDS
TranAD TranAD: Deep Transformer Networks for Anomaly Detection in Multivariate Time Series Data Pytorch
Stars
Forks
VLDB 2022
Anomaly Detection KPI
Yahoo
SMAP
MSL
TFAD TFAD: A Decomposition Time Series Anomaly Detection Architecture with Time-Frequency Analysis Pytorch
Stars
Forks
CIKM 2022
Anomaly Detection SMAP
MSL
SMD
KARI
Synthetic
Attack Towards an Awareness of Time Series Anomaly Detection Models' Adversarial Vulnerability Pytorch
Stars
Forks
CIKM 2022
Anomaly Detection Cora
Citeseer
PubMed
Flickr
ogbn-arxiv
LHML Learning Hypersphere for Few-shot Anomaly Detection on Attributed Networks Pytorch
Stars
Forks
CIKM 2022
Anomaly Detection RT
NetSpd
RobustDTW Robust Time Series Dissimilarity Measure for Outlier Detection and Periodicity Detection None CIKM 2022
Anomaly Detection CIFAR-1
CIFAR-10
Caltech 10
SLA2 Self-supervision Meets Adversarial Perturbation: A Novel Framework for Anomaly Detection Pytorch
Stars
Forks
CIKM 2022
Anomaly Detection SMD FDRC Online false discovery rate control for anomaly detection in time series Nçone NeurIPS 2021
Anomaly Detection SWaT
WADI
SMD
ASD
InterFusion Multivariate Time Series Anomaly Detection and Interpretation using Hierarchical Inter-Metric and Temporal Embedding TF
Stars
Forks
KDD 2021
Anomaly Detection SMD
SWaT
PSM
BKPI
RANSynCoders Practical Approach to Asynchronous Multivariate Time Series Anomaly Detection and Localization TF
Stars
Forks
KDD 2021
Anomaly Detection PUMP
WADI
SWaT
NSIBF Time Series Anomaly Detection for Cyber-physical Systems via Neural System Identification and Bayesian Filtering TF
Stars
Forks
KDD 2021
Anomaly Detection SWaT
WADI
GDN Graph Neural Network-Based Anomaly Detection in Multivariate Time Series Pytorch
Stars
Forks
AAAI 2021
Anomaly Detection SMD
SMAP
MSL
SWaT
DAEMON DAEMON: Unsupervised Anomaly Detection and Interpretation for Multivariate Time Series Future ICDE 2021
Anomaly Detection KPI
Yahoo
FluxEV FluxEV: A Fast and Effective Unsupervised Framework for Time-Series Anomaly Detection Py WSDM 2021
Anomaly Detection DataLink Benchmark Current Time Series Anomaly Detection Benchmarks are Flawed and are Creating the Illusion of Progress None TKDE 2021
Earthquakes Detection NIED CrowdQuake A Networked System of Low-Cost Sensors for Earthquake Detection via Deep Learning TF
Stars
Forks
KDD 2020
Anomaly Detection SWaT
WADI
SMD
SMAP
MSL
Orange
USAD USAD: UnSupervised Anomaly Detection on Multivariate Time Series Pytorch
Stars
Forks
KDD 2020
Anomaly Detection NYC CHAT Cross-interaction hierarchical attention networks for urban anomaly prediction None IJCAI 2020
Anomaly Detection NYC-Bike
NYC-Taxi
Weather
NYC-POI
NYC-Anomaly
DST-MFN Deep Spatio-Temporal Multiple Domain Fusion Network for Urban Anomalies Detection None CIKM 2020
Anomaly Detection SMAP
MSL
TSA
MTAD-GAT Multivariate Time-Series Anomaly Detection via Graph Attention Network TF
Stars
Forks Pytorch
ICDM 2020
Anomaly Detection SMAP
MSL
SMD
OmniAnomaly Robust Anomaly Detection for Multivariate Time Series through Stochastic Recurrent Neural Network TF
Stars
Forks
KDD 2019
Anomaly Detection GeoLife
TST
IRL-ADU Sequential Anomaly Detection using Inverse Reinforcement Learning None KDD 2019
Anomaly Detection donors
census
fraud
celeba ,etc
DevNet Deep Anomaly Detection with Deviation Networks Keras
Stars
Forks Pytorch
KDD 2019
Anomaly Detection KPI
Yahoo
Microsoft
SR-CNN Time-Series Anomaly Detection Service at Microsoft None KDD 2019
Anomaly Detection power plant MSCRED A Deep Neural Network for Unsupervised Anomaly Detection and Diagnosis in Multivariate Time Series Data TF
Stars
Forks
AAAI 2019
Anomaly Detection ECG
Motion
BeatGAN BeatGAN: Anomalous Rhythm Detection using Adversarially Generated Time Series Pytorch
Stars
Forks
IJCAI 2019
Anomaly Detection NAB
ECG
OED Outlier Detection for Time Series with Recurrent Autoencoder Ensembles TF
Stars
Forks
IJCAI 2019
Anomaly Detection KPIs Buzz Unsupervised Anomaly Detection for Intricate KPIs via Adversarial Training of VAE TF
Stars
Forks
INFOCOM 2019
Anomaly Detection KDDCUP
Thyroid
Arrhythmia
KDDCUP-Rev
DAGMM Deep Autoencoding Gaussian Mixture Model for Unsupervised Anomaly Detection Pytorch
Stars
Forks
ICLR 2018
Anomaly Detection SMAP
MSL
telemanom Detecting Spacecraft Anomalies Using LSTMs and Nonparametric Dynamic Thresholding TF
Stars
Forks
KDD 2018
Anomaly Detection AD
AID362
aPascal
BM , etc
CINFO Sparse Modeling-Based Sequential Ensemble Learning for Effective Outlier Detection in High-Dimensional Numeric Data Matlab AAAI 2018
Anomaly Detection KPIs Donut Unsupervised Anomaly Detection via Variational Auto-Encoder for Seasonal KPIs in Web Applications TF
Stars
Forks
WWW 2018
Anomaly Detection MAWI DSPOT Anomaly Detection in Streams with Extreme Value Theory Python
Stars
Forks
KDD 2017
Anomaly Detection Power
Space
Engine
ECG
EncDec-AD LSTM-based encoder-decoder for multi-sensor anomaly detection Pytorch ICML 2016
Anomaly Detection MORE MORE https://github.com/ZIYU-DEEP/IJCAI-Paper-List-of-Anomaly-Detection MORE IJCAI
Anomaly Detection MORE MORE DeepTimeSeriesModel MORE MORE
Anomaly Detection MORE MORE GuansongPang MORE MORE
Task Data Model Paper Code Publication
Paper Nums: 30+
Travel
Demand
CDP
SLD
STTD Uncertainty Quantification via Spatial-Temporal Tweedie Model for Zero-inflated and Long-tail Travel Demand Prediction Pytorch
Stars
Forks
CIKM 2023
Travel
Demand
NYC Bike
NYC Taxi
AGND Adaptive Graph Neural Diffusion for Traffic Demand Forecasting None CIKM 2023
Traffic Demand BJSubway
NYCTaxi
CMOD Continuous-Time and Multi-Level Graph Representation Learning for Origin-Destination Demand Prediction Pytorch
Stars
Forks
KDD 2022
Job Demand IT
FIN
CONS
DH-GEM Talent Demand-Supply Joint Prediction with Dynamic Heterogeneous Graph Enhanced Meta-Learning Pytorch
Stars
Forks
KDD 2022
Supply &
Demand
JONAS-NYC
JONAS-DC
COVID-CHI
COVID-US
EAST-Net Event-Aware Multimodal Mobility Nowcasting Pytorch
Stars
Forks
AAAI 2022
Health Demand Family Van framework Using Public Data to Predict Demand for Mobile Health Clinics None AAAI 2022
Traffic Demand BJMetro
NYCTaxi
HMOD Dynamic Graph Learning Based on Hierarchical Memory for Origin-Destination Demand Prediction Pytorch
Stars
Forks
IJCAI 2022
Traffic Demand Chicago
LosAngeles
STGNN-DJD A Data-Driven Spatial-Temporal Graph Neural Network for Docked Bike Prediction Pytorch
Stars
Forks
ICDE 2022
OD Demand Shanghai
Changsha
Beijing
CausalOD Causal Learning Empowered OD Prediction for Urban Planning Pytorch
Stars
Forks
CIKM 2022
OD Demand NYC Taxi
Haikou
SZMetro
HSTN Origin-Destination Traffic Prediction based on Hybrid Spatio-Temporal Network TF
Stars
Forks
ICDM 2022
Traffic Demand NYC Bike
NYC Taxi
CCRNN Coupled Layer-wise Graph Convolution for Transportation Demand Prediction Pytorch
Stars
Forks
AAAI 2021
Traffic Demand BaiduBJ
BaiduSH
Ada-MSTNet Community-Aware Multi-Task Transportation Demand Prediction None AAAI 2021
Job Demand Online TDAN Talent Demand Forecasting with Attentive Neural Sequential Model None KDD 2021
Ambulance Demand Tokyo EMS-Pred Forecasting Ambulance Demand with Profiled Human Mobility via Heterogeneous Multi-Graph Neural Networks Pytorch
Stars
Forks
ICDE 2021
Passenger Demand TaxiNYC SOUP SOUP: A Fleet Management System for Passenger Demand Prediction and Competitive Taxi Supply None ICDE 2021
Passenger Demand DiDiBJ
DiDiSH
Gallat Gallat: A Spatiotemporal Graph Attention Network for Passenger Demand Prediction None ICDE 2021
Traffic Demand
Traffic Flow
Chengdu
Xian
DeepTP An Effective Joint Prediction Model for Travel Demands and Traffic Flows None ICDE 2021
Traffic Demand DiDiCD
NYCTaxi
DAGNN Dynamic Auto-structuring Graph Neural Network-A Joint Learning Framework for Origin-Destination Demand Prediction None TKDE 2021
Traffic Demand TaxiNYC
CitiBikeNYC
MultiAttConvLSTM Multi-level attention networks for multi-step citywide passenger demands prediction None TKDE 2021
Market Demand Juhuasuan
Tiantiantemai
RMLDP Relation-aware Meta-learning for E-commerce Market Segment Demand Prediction with Limited Records None WSDM 2021
Metro Demand MetroBJ2016
MetroBJ2018
CAS Short-term origin-destination demand prediction in urban rail transit systems: A channel-wise attentive split-convolutional neural network method None Transportation Research Part C 2021
Metro Demand MetroBJ2016
MetroBJ2018
ST-ED Predicting origin-destination ride-sourcing demand with a spatio-temporal encoder-decoder residual multi-graph convolutional network None Transportation Research Part C 2021
Traffic Demand Seattlebike FairST Fairness-Aware Demand Prediction for New Mobility None AAAI 2020
Drug Demand Wikipedia None Predicting Drug Demand with Wikipedia Views: Evidence from Darknet Markets None WWW 2020
Traffic Demand DiDiBJ
DiDiSH
MPGCN Predicting Origin-Destination Flow via Multi-Perspective Graph Convolutional Network Pytorch
Stars
Forks
ICDE 2020
Traffic Demand NYC
DiDiCD
MPGCN Stochastic Origin-Destination Matrix Forecasting Using Dual-Stage Graph Convolutional, Recurrent Neural Networks TF
Stars
Forks
ICDE 2020
Traffic Demand Bengaluru
NYC
GraphLSTM Grids Versus Graphs: Partitioning Space for Improved Taxi Demand-Supply Forecasts Pytorch
Stars
Forks
TITS 2020
Traffic Demand NYCbike
NYCtaxi
CoST-Net Co-Prediction of Multiple Transportation Demands Based on Deep Spatio-Temporal Neural Network None KDD 2019
Traffic Demand UCAR
DiDiCD
GEML Origin-Destination Matrix Prediction via Graph Convolution: a New Perspective of Passenger Demand Modeling Keras
Stars
Forks
KDD 2019
Traffic Demand NYCbike
Meso West
CE-LSTM Learning Heterogeneous Spatial-Temporal Representation for Bike-Sharing Demand Prediction None AAAI 2019
Traffic Demand Beijing
Shanghai
STMGCN Spatiotemporal Multi-Graph Convolution Network for Ride-Hailing Demand Forecasting Pytorch
Stars
Forks
AAAI 2019
Traffic Demand NYC-TOD CSTN Contextualized Spatial–Temporal Network for Taxi Origin-Destination Demand Prediction Keras
Stars
Forks
TITS 2019
Traffic Demand NYCtaxi MultiConvLSTM Deep Multi-Scale Convolutional LSTM Network for Travel Demand and Origin-Destination Predictions None TITS 2019
Traffic Demand PEMS t-SNE Estimating multi-year origin-destination demand using high-granular multi-source traffic data None Transportation Research Part C 2018
Task Data Model Paper Code Publication
Paper Nums: 6
TS Generation Sines
Stocks
ETTh
MuJoCo
Energy
Solar
fMRI
Diffusion-TS Diffusion-TS: Interpretable Diffusion for General Time Series Generation Pytorch
Stars
Forks
ICLR 2024
TS Generation FRED-MD
NN5 Daily
Temp Rain
Solar Weekly
LS4 Deep Latent State Space Models for Time-Series Generation Pytorch
Stars
Forks
ICML 2023
TS Generation He ́non maps
Lorenz
fMRI
EEG
CR-VAE Causal Recurrent Variational Autoencoder for Medical Time Series Generation Pytorch
Stars
Forks
AAAI 2023
TS Generation ETTh1
ETTh2
US Births
ILI
AEC-GAN AEC-GAN: Adversarial Error Correction GANs for Auto-Regressive Long Time-Series Generation Pytorch
Stars
Forks
AAAI 2023
TS Generation UCR TimeVQVAE Vector Quantized Time Series Generation with a Bidirectional Prior Model Pytorch
Stars
Forks
AISTATS 2023
TS Generation USHCN
KDD-CUP
MIMIC-III
DGM Dynamic Gaussian Mixture based Deep Generative Model For Robust Forecasting on Sparse Multivariate Time Series Pytorch
Stars
Forks
AAAI 2021
Task Data Model Paper Code Publication
Paper Nums:20+
Package Delivery
TTE
Cainiao GMDNet GMDNet: A Graph-Based Mixture Density Network for Estimating Packages’ Multimodal Travel Time Distribution Pytorch
Stars
Forks
AAAI 2023
Delivery
Time Estimation
Weihai
Hangzhou
IGT Inductive Graph Transformer for Delivery Time Estimation Pytorch
Stars
Forks
WSDM 2023
Delivery
Time Estimation
JD and Amazon STTD Uncertainty Quantification via Spatial-Temporal Tweedie Model for Zero-inflated and Long-tail Travel Demand Prediction Pytorch
Stars
Forks
CIKM 2023
TTE Jinan City
Nanjing City
GBTTE GBTTE: Graph Attention Network Based Bus Travel Time Estimation None CIKM 2023
TTE Beijing
Guangzhou
HierETA Interpreting Trajectories from Multiple Views: A Hierarchical Self-Attention Network for Estimating the Time of Arrival Pytorch
Stars
Forks
KDD 2022
TTE Beijing
Porto
MetaER-TTE MetaER-TTE: An Adaptive Meta-learning Model for En Route Travel Time Estimation None IJCAI 2022
TTE Beijing
Shanghai
Tianjin
DuETA DuETA: Traffic Congestion Propagation Pattern Modeling via Efficient Graph Learning for ETA Prediction at Baidu Maps None CIKM 2022
TTE Baidu:
Taiyuan
Huizhou
Hefei
SSML SSML: Self-Supervised Meta-Learner for En Route Travel Time Estimation at Baidu Maps Paddle KDD 2021
TTE DiDi:
Shenyang
HetETA HetETA: Heterogeneous Information Network Embedding for Estimating Time of Arrival TF
Stars
Forks
KDD 2020
TTE DiDi:
Beijing
Suzhou
Shenyang
CompactETA CompactETA: A Fast Inference System for Travel Time Prediction None KDD 2020
TTE GTFS BusTr BusTr: Predicting Bus Travel Times from Real-Time Traffic None KDD 2020
TTE Taiyuan
Hefei
Huizhou
(Baidu)
BusTr ConSTGAT: Contextual Spatial-Temporal Graph Attention Network for Travel Time Estimation at Baidu Maps None KDD 2020
TTE NYC
IST
TKY
DeepJMT Context-aware Deep Model for Joint Mobility and Time Prediction None WSDM 2020
TTE Beijing
Shanghai
TTPNet TTPNet: A Neural Network for Travel Time Prediction Based on Tensor Decomposition and Graph Embedding Pytorch
Stars
Forks
TKDE 2020
TTE DiDiBJ RNML-ETA Road Network Metric Learning for Estimated Time of Arrival None ICPR 2020
TTE Cainiao DeepETA DeepETA: A Spatial-Temporal Sequential Neural Network Model for Estimating Time of Arrival in Package Delivery System None AAAI 2019
TTE Beijing
Shanghai
CTTE Aggressive driving saves more time? Multi-task learning for customized travel time estimation None IJCAI 2019
TTE Shanghai
Porto
DeepI2T Travel time estimation without road networks: an urban morphological layout representation approach None IJCAI 2019
TTE Porto
Chengdu
DeepIST DeepIST: Deep Image-based Spatio-Temporal Network for Travel Time Estimation TF
Stars
Forks
CIKM 2019
TTE Singapore AtHy-TNet Path Travel Time Estimation using Attribute-related Hybrid Trajectories Network None CIKM 2019
TTE BT-Traffic
PEMS07
Q-traffic
NASF Learning to Effectively Estimate the Travel Time for Fastest Route Recommendation None CIKM 2019
TTE Chengdu
Beijing
DeepTTE When Will You Arrive? Estimating Travel Time Based on Deep Neural Networks Pytorch
Stars
Forks
AAAI 2018
TTE PORTO
SANFRANCISCO
NoisyOR Predicting Vehicular Travel Times by Modeling Heterogeneous Influences Between Arterial Roads None AAAI 2018
TTE MORE MORE github MORE MORE
Task Data Model Paper Code Publication
Paper Nums:20
Location ETH+UCY
SDD
nuScenes
SportVU
You Mostly Walk Alone: Analyzing Feature Attribution in Trajectory Prediction None ICLR 2022
Location Beijing
Porto
MetaPTP MetaPTP: An Adaptive Meta-optimized Model for Personalized Spatial Trajectory Prediction Kai Zheng Code-None KDD 2022
Location BaiduApollo
NGSIM
HeGA HeGA: Heterogeneous Graph Aggregation Network for Trajectory Prediction in High-Density Traffic Pytorch
Stars
Forks
CIKM 2022
Location ETH
Hotel
Univ
Zara1
Zara2
SGTN Social Graph Transformer Networks for Pedestrian Trajectory Prediction in Complex Social Scenarios Pytorch
Stars
Forks
CIKM 2022
Location Gowalla
Foursquare
WiFi-Trace
GCDAN Predicting Human Mobility via Graph Convolutional Dual-attentive Networks Pytorch
Stars
Forks
WSDM 2022
Location MI
SIP
CMT-Net CMT-Net: A Mutual Transition Aware Framework for Taxicab Pick-ups and Drop-offs Co-Prediction None WSDM 2022
Location Gowalla
FS-NYC
FS-TKY
MobTCast MobTCast: Leveraging Auxiliary Trajectory Forecasting for Human Mobility Prediction Author NeurIPS 2021
Location ETH
Hotel
Univ
Zara1
Zara2
CARPe CARPe Posterum: A Convolutional Approach for Real-Time Pedestrian Path Prediction Pytorch
Stars
Forks
AAAI 2021
Location ETH
Hotel
Univ
Zara1
Zara2
TPNMS Temporal Pyramid Network for Pedestrian Trajectory Prediction with Multi-Supervision Pytorch
Stars
Forks
AAAI 2021
Location ETH
Hotel
Univ
Zara1
Zara2
DMRGCN Disentangled Multi-Relational Graph Convolutional Network for Pedestrian Trajectory Prediction Pytorch
Stars
Forks
AAAI 2021
Location Gowalla
Foursquare
BSDA Location Predicts You: Location Prediction via Bi-direction Speculation and Dual-level Association None IJCAI 2021
Location ETH-UCY
Collisions
NGsim
Charges
NBA
FQA Multi-agent Trajectory Prediction with Fuzzy Query Attention Pytorch
Stars
Forks
NeurIPS 2020
Location ETH-UCY
Collisions
NGsim
Charges
NBA
ARNN An Attentional Recurrent Neural Network for Personalized Next Location Recommendation None AAAI 2020
Location ETH
Hotel
Univ
Zara1
Zara2
MDNLSTM Multimodal Interaction-Aware Trajectory Prediction in Crowded Space None AAAI 2020
Location Atlantic OMuLeT OMuLeT: Online Multi-Lead Time Location Prediction for Hurricane Trajectory Forecasting Matlab AAAI 2020
Location Gowalla
Foursquare
Flashback OMuLeT: Online Multi-Lead Time Location Prediction for Hurricane Trajectory Forecasting Pytorch
Stars
Forks
IJCAI 2020
Location CrowdCJ
TrashBins
B&B
MYOPIC
MALMCS Dynamic Public Resource Allocation Based on Human Mobility Prediction Python
Stars
Forks
UbiComp 2020
Location ETH
Hotel
Univ
Zara1
Zara2
Social-BiGAT Social-BiGAT: Multimodal Trajectory Forecasting using Bicycle-GAN and Graph Attention Networks None NeurIPS 2019
Location Foursquare
Gowalla
VANext Predicting Human Mobility via Variational Attention None WWW 2019
Location Flickr
Foursquare
Geolife
CATHI Context-aware Variational Trajectory Encoding and Human Mobility Inference None WWW 2019
Location ETH
Hotel
Univ
Zara1
Zara2
STGAT STGAT: Modeling Spatial-Temporal Interactions for Human Trajectory Prediction Pytorch
Stars
Forks
ICCV 2019
Location BaiduBJ HST-LSTM HST-LSTM: A Hierarchical Spatial-Temporal Long-Short Term Memory Network for Location Prediction Pytorch
Stars
Forks
IJCAI 2018
Location Foursquare
MobileAPP
CellularSH
DeepMove DeepMove: Predicting Human Mobility with Attentional Recurrent Networks Pytorch
Stars
Forks
WWW 2018
Location MORE MORE github Hao Xue MORE
Location MORE MORE https://github.com/Pursueee/Trajectory-Paper-Collation Pytorch
Stars
Forks
MORE
Task Data Model Paper Code Publication
Paper Nums:21
Event ETT
PM2.5
IndD
NsTKA Non-stationary Time-aware Kernelized Attention for Temporal Event Prediction Future KDD 2022
Crime Prediction Chicago Crime
LA Crime
HAGEN HAGEN: Homophily-Aware Graph Convolutional Recurrent Network for Crime Forecasting Pytorch
Stars
Forks
AAAI 2022
Event PEMS AGWN Early Forecast of Traffc Accident Impact Based on a Single-Snapshot Observation (Student Abstract) Pytorch
Stars
Forks
AAAI 2022
Event SLA-VAE
E-commerce
RETE RETE: Retrieval-Enhanced Temporal Event Forecasting on Unified Query Product Evolutionary Graph Pytorch
Stars
Forks
WWW 2022
Event NYC
Chicago
GSNet GSNet: Learning Spatial-Temporal Correlations from Geographical and Semantic Aspects for Traffic Accident Risk Forecasting Pytorch
Stars
Forks
AAAI 2021
Event NYCIncidents
CHIIncidents
SFIncidents
STCGNN Spatio-Temporal-Categorical Graph Neural Networks for Fine-Grained Multi-Incident Co-Prediction Pytorch
Stars
Forks
CIKM 2021
Event Thailand
Egypt
India
Russia
Covid-19
CMF Understanding Event Predictions via Contextualized Multilevel Feature Learning None CIKM 2021
Event Prediction DJIA30
WebTraffic
NetFlow
ClockErr
AbServe
EvoNet Time-Series Event Prediction with Evolutionary State Graph tf WSDM 2021
Event NYCIncidents
CHIIncidents
SFIncidents
PreView Dynamic Heterogeneous Graph Neural Network for Real-time Event Prediction None KDD 2020
Event Prediction MIMIC-III DSSM Deep State-Space Generative Model For Correlated Time-to-Event Predictions None KDD 2020
Event Beijing
Suzhou
Shenyang
RiskOracle RiskOracle: A Minute-Level Citywide Traffic Accident Forecasting Framework TF
Stars
Forks
AAAI 2020
Event NYCIncidents
CHIIncidents
STrans Hierarchically Structured Transformer Networks for Fine-Grained Spatial Event Forecasting None WWW 2020
Event FewEvent DMB-PN Meta-Learning with Dynamic-Memory-Based Prototypical Network for Few-Shot Event Detection dataset WSDM 2020
Event NYC
SIP
RiskSeq Foresee Urban Sparse Traffic Accidents: A Spatiotemporal Multi-Granularity Perspective None TKDE 2020
Event MemeTracker
Weibo
LANTERN Learning Latent Process from High-Dimensional Event Sequences via Efficient Sampling Pytorch
Stars
Forks
NeurIPS 2019
Event Graph
Stack
SmartHome
CarIndicators
WGP-LN,
FD-Dir
Uncertainty on Asynchronous Time Event Prediction TF
Stars
Forks
NeurIPS 2019
Event Thailand
Egypt
India
Russia
DynamicGCN Learning Dynamic Context Graphs for Predicting Social Events Pytorch
Stars
Forks
KDD 2019
Event NYCCollision
ChicagoCrime
NYCTaxi
DMPP Deep Mixture Point Processes: Spatio-temporal Event Prediction with Rich Contextual Information None KDD 2019
Event Civil
Air Quality
SIMDA Incomplete Label Multi-Task Deep Learning for Spatio-Temporal Event Subtype Forecasting None AAAI 2019
Crime Prediction NYC Crime
NYC Anomaly
Chicago Crime
MiST MiST: A Multiview and Multimodal Spatial-Temporal Learning Framework for Citywide Abnormal Event Forecasting None WWW 2019
Event NYCAccident
NYCEvent
DFN Deep Dynamic Fusion Network for Traffic Accident Forecasting None CIKM 2019
Event Hetero-ConvLSTM Hetero-ConvLSTM: A Deep Learning Approach to Traffic Accident Prediction on Heterogeneous Spatio-Temporal Data None KDD 2018
Task Data Model Paper Code Publication
Paper Nums:30+
Stock Price
Prediction
NASDAQ
NYSE
S&P500
StockMixer StockMixer: A Simple Yet Strong MLP-Based Architecture for Stock Price Forecasting Pytorch
Stars
Forks
AAAI 2024
Stock Price
Prediction
CSI 300
CSI 800
MASTER MASTER: Market-Guided Stock Transformer for Stock Price Forecasting Pytorch
Stars
Forks
AAAI 2024
Stock Movement
Prediction
Qin
MAEC
ECHO-GL ECHO-GL: Earnings Calls-Driven Heterogeneous Graph Learning for Stock Movement Prediction Pytorch
Stars
Forks
AAAI 2024
Stock Trend
Prediction
CSI 300
CSI 500
DoubleAdapt DoubleAdapt: A Meta-learning Approach to Incremental Learning for Stock Trend Forecasting Pytorch
Stars
Forks
KDD 2023
Stock Movement
Prediction
ACL18
DJIA
PEN PEN: Prediction-Explanation Network to Forecast Stock Price Movement with Better Explainability TF
Stars
Forks
AAAI 2023
Stock
Prediction
NASDAQ
NYSE
CSI
RT-GCN Relational Temporal Graph Convolutional Networks for Ranking-Based Stock Prediction Pytorch
Stars
Forks
ICDE 2023
Stock Movement
Prediction
S&P 500 ESTIMATE Efficient Integration of Multi-Order Dynamics and Internal Dynamics in Stock Movement Prediction Pytorch
Stars
Forks
WSDM 2023
Stock Price
Prediction
ACL18 D-va Diffusion Variational Autoencoder for Tackling Stochasticity in Multi-Step Regression Stock Price Prediction Gluonts
Stars
Forks
CIKM 2023
Stock Price
Prediction
CSI 300
CSI 500
CSI 800
CISP Follow the Will of the Market: A Context-Informed Drift-Aware Method for Stock Prediction None CIKM 2023
Stock Movement
Prediction
Calls NumHTML NumHTML: Numeric-Oriented Hierarchical Transformer Model for Multi-task Financial Forecasting Future,Author AAAI 2022
Stock Prediction NASDAQ
NYSE
TSE
ALSP-TF Adaptive Long-Short Pattern Transformer for Stock Investment Selection None IJCAI 2022
Stock Prediction S&P 500
Ashare&HK
HISN Heterogeneous Interactive Snapshot Network for Review-Enhanced Stock Profiling and Recommendation None IJCAI 2022
Stock
Prediction
S&P500
CSI300
Twitter
THGNN Temporal and Heterogeneous Graph Neural Network for Financial Time Series Prediction None CIKM 2022
Stock
Prediction
CSI800 PASN Pattern Adaptive Specialist Network for Learning Trading Patterns in Stock Market None CIKM 2022
Stock Movement
Prediction
NASDAQ
Bitcoin
KHIT Kernel-based Hybrid Interpretable Transformer for High-frequency Stock Movement Prediction None ICDM 2022
Stock Movement
Prediction
CSI800 TRA Learning Multiple Stock Trading Patterns with Temporal Routing Adaptor and Optimal Transport Pytorch
Stars
Forks
KDD 2021
Stock Movement
Prediction
ACL18
KDD17
NDX100
CSI300
NI225
FTSE100
DTML Accurate Multivariate Stock Movement Prediction via Data-Axis Transformer with Multi-Level Contexts None KDD 2021
Stock
Prediction
Self-defined AD-GAT Modeling the Momentum Spillover Effect for Stock Prediction via Attribute-Driven Graph Attention Networks Pytorch
Stars
Forks
AAAI 2021
Stock Selection NASDAQ
NYSE
TSE
STHAN-SR Stock Selection via Spatiotemporal Hypergraph Attention Network: A Learning to Rank Approach None AAAI 2021
Stock Movement
Prediction
TPX500 CGM Long-term, Short-term and Sudden Event: Trading Volume Movement Prediction with Graph-based Multi-view Modeling Pytorch
Stars
Forks
IJCAI 2021
Stock Trend
Prediction
CSI300
SPX
TOPIX-100
HATR Hierarchical Adaptive Temporal-Relational Modeling for Stock Trend Prediction None IJCAI 2021
Stock Movement
Prediction
NASDAQ
NYSE
TSE
China & HK
HyperStockGAT Learning Multiple Stock Trading Patterns with Temporal Routing Adaptor and Optimal Transport None WWW 2021
Stock Trend
Prediction
CSI300
CSI500
REST REST: Relational Event-driven Stock Trend Forecasting None WWW 2021
Stock Trend
Prediction
CSI300
CSI800
NASDAQ100
CMLF Stock Trend Prediction with Multi-granularity Data: A Contrastive Learning Approach with Adaptive Fusion Pytorch
Stars
Forks
CIKM 2021
Stock Movement
Prediction
Self-defined MFN Incorporating Expert-Based Investment Opinion Signals in Stock Prediction: A Deep Learning Framework None AAAI 2020
Stock Movement
Prediction
TPX500
TPX100
LSTM-RGCN Modeling the Stock Relation with Graph Network for Overnight Stock Movement Prediction Pytorch
Stars
Forks
IJCAI 2020
Stock Movement
Prediction
NASDAQ
ChinaAShare
HMG-TF Hierarchical Multi-Scale Gaussian Transformer for Stock Movement Prediction None IJCAI 2020
Stock Trend
Prediction
FI-2010
CSI-2016
MTDNN Multi-scale Two-way Deep Neural Network for Stock Trend Prediction Future IJCAI 2020
Stock Price
Forecasting
Self-defined Dandelion Domain adaptive multi-modality neural attention network for financial forecasting Sklearn WWW 2020
Stock Volatility
Forecasting
Calls HTML Hierarchical Transformer-based Multi-task Learning for Volatility Prediction Pytorch
Stars
Forks
WWW 2020
Quantitative
Investments
Self-defined KGEEF Knowledge Graph-based Event Embedding Framework for Financial Quantitative Investments None SIGIR 2020
Stock Price
Prediction
TAQ GARCH-LSTM Price Forecast with High-Frequency Finance Data: An Autoregressive Recurrent Neural Network Model with Technical Indicators None CIKM 2020
Stock Movement
Prediction
HATS STHGCN Spatiotemporal hypergraph convolution network for stock movement forecasting Pytorch
Stars
Forks
ICDM 2020
Stock Market
Prediction
Nikkei GNNs Exploring Graph Neural Networks for Stock Market Predictions with Rolling Window Analysis None NeurIPSw 2019
Stock Trend
Prediction
ChineseStock IMTR Investment Behaviors Can Tell What Inside: Exploring Stock Intrinsic Properties for Stock Trend Prediction None KDD 2019
Stock Movement
Prediction
CSI200
CSI300
CSI500
RNN-MRFs Multi-task Recurrent Neural Networks and Higher-order Markov Random Fields for Stock Price Movement Prediction: Multi-task RNN and Higer-order MRFs for Stock Price Classification None KDD 2019
Stock Movement
Prediction
Self-defined TTIO Individualized Indicator for All: Stock-wise Technical Indicator Optimization with Stock Embedding None KDD 2019
Stock Movement
Prediction
ACL18
KDD17
NDX100
CSI300
NI225
FTSE100
Adv-ALSTM Enhancing stock movement prediction with adversarial training TF
Stars
Forks
IJCAI 2019
Stock Prediction NASDAQ
NYSE
RSR Temporal Relational Ranking for Stock Prediction TF
Stars
Forks
TOIS 2019
Stock Movement
Prediction
Self-defined StockNet Stock Movement Prediction from Tweets and Historical Prices TF
Stars
Forks
ACL 2018
Stock Trend
Prediction
Self-defined HAN Listening to Chaotic Whispers: A Deep Learning Framework for News-oriented Stock Trend Prediction TF
Stars
Forks
WSDM 2018
Stock Price
Prediction
Self-defined SFM Stock Price Prediction via Discovering Multi-Frequency Trading Patterns Keras
Stars
Forks
KDD 2017
Stock Movement
Prediction
NASDAQ
NYSE
KGEB-CNN Knowledge-Driven Event Embedding for Stock Prediction None COLING 2016
Task Data Model Paper Code Publication
Paper Nums:40+
Water Temperature
Prediction
Delaware
River Basin
SR-MTL Meta-Transfer-Learning for Time Series Data with Extreme Events: An Application to Water Temperature Prediction None CIKM 2023
Telecommunication
Traffic
Forecasting
Milan (MI)
Trentino (TN)
TMLM Telecommunication Traffic Forecasting via Multi-task Learning Author WSDM 2022
Bitcoin
Volatility
Forecasting
Twitter D-TCN Ask "Who", Not "What": Bitcoin Volatility Forecasting with Twitter Data TF
Stars
Forks
WSDM 2022
Rating
Migration
Prediction
Self META Multi-task Envisioning Transformer-based Autoencoder for Corporate Credit Rating Migration Early Prediction None KDD 2022
COVID-19
Prediction
TokyoCOVID19 SAB-GNN Multiwave COVID-19 Prediction from Social Awareness Using Web Search and Mobility Data Pytorch
Stars
Forks
KDD 2022
Service
Time
Prediction
DowBJ
SubBJ
MetaSTP Service Time Prediction for Delivery Tasks via Spatial Meta-Learning None KDD 2022
Physician
Burnout
Prediction
EHR
Burnout
HiPAL HiPAL: A Deep Framework for Physician Burnout Prediction Using Activity Logs in Electronic Health Records TF
Stars
Forks
KDD 2022
Crop Yield Prediction American Crop GNN-RNN A GNN-RNN Approach for Harnessing Geospatial and Temporal Information: Application to Crop Yield Prediction None AAAI 2022
Epidemic Prediction Globe
US-State
US-County
CausalGNN CausalGNN: Causal-based Graph Neural Networks for Spatio-Temporal Future AAAI 2022
Soil Moisture
Forecasting
Spain
USA
DGLR Dynamic Structure Learning through Graph Neural Network for Forecasting Soil Moisture in Precision Agriculture Pytorch
Stars
Forks
IJCAI 2022
Disease Prediction Disease
Tumors
PopNet PopNet: Real-Time Population-Level Disease Prediction with Data Latency Pytorch
Stars
Forks
WWW 2022
FakeNews Detection Snop
PolitiFact
GET Evidence-aware Fake News Detection with Graph Neural Networks Keras
Stars
Forks
WWW 2022
Crime Prediction NYC
Chicago
ST-HSL Spatial-Temporal Hypergraph Self-Supervised Learning for Crime Prediction Pytorch
Stars
Forks
ICDE 2022
Popularity
Prediction
WbTopic
WbRepost
Twitter
HERI-GCN Deep Popularity Prediction in Multi-Source Cascade with HERI-GCN Pytorch
Stars
Forks
ICDE 2022
Parking Pricing SFMTA
SDOT
None Prediction-based One-shot Dynamic Parking Pricing None CIKM 2022
Future Citation APS
AMiner
DGNI Modeling Dynamic Heterogeneous Graph and Node Importance for Future Citation Prediction None CIKM 2022
Pandemic Forecasting Large-MG HiSTGNN Hierarchical Spatio-Temporal Graph Neural Networks for Pandemic Forecasting None CIKM 2022
Search Traffic
Forecasting
M5
FGSF
SQTE
STARDOM STARDOM: Semantic Aware Deep Hierarchical Forecasting Model for Search Traffic Prediction None CIKM 2022
Crime Prediction NYC
Chicago
LTFMs Locality Aware Temporal FMs for Crime Prediction None CIKM 2022
Energy Markets Nordpool None A Graph-based Spatiotemporal Model for Energy Markets None CIKM 2022
Denoised Health
Risk Prediction
EHR MedSkim MedSkim: Denoised Health Risk Prediction via Skimming Medical Claims Data Pytorch
Stars
Forks
ICDM 2022
Demand
Prediction
E-Commerce
M5
Forchestra A Large-Scale Ensemble Learning Framework for Demand Forecasting Pytorch
Stars
Forks
ICDM 2022
Transfer
Traffic Flow
Prediction
ShanghaiBIKE
NanjingBus
HaikouDiDi
CCMHC Exploiting Hierarchical Correlations for Cross-City Cross-Mode Traffic Flow Prediction Pytorch
Stars
Forks
ICDM 2022
Precipitation
Nowcasting
ERA5
WeatherBench
SCC-ConvLSTM Spatiotemporal Contextual Consistency Network for Precipitation Nowcasting Future ICDM 2022
Transfer
Traffic Flow
Prediction
Shenzhen
HB
Chengdu
Xian
Mest-GAN Mest-GAN: Cross-City Urban Traffic Estimation with Meta Spatial-Temporal Generative Adversarial Networks None ICDM 2022
Transfer
Human Mobility
Prediction
Houston
Iowa City
STORM-GAN STORM-GAN: Spatio-Temporal Meta-GAN for Cross-City Estimation of Human Mobility Responses to COVID-19 Pytorch
Stars
Forks
ICDM 2022
Transfer
Traffic Flow
Prediction
Shenzhen
HB
Chengdu
Xian
STrans-GAN STrans-GAN: Spatially-Transferable Generative Adversarial Networks for Urban Traffic Estimation None ICDM 2022
Churn Prediction Beidian
Epinions
CFChurn A Counterfactual Modeling Framework for Churn Prediction Pytorch
Stars
Forks
WSDM 2022
Streaming
Traffic Flow
PEMS03 TrafficStream TrafficStream: A Streaming Traffic Flow Forecasting Framework Based on Graph Neural Networks and Continual Learning Pytorch
Stars
Forks
IJCAI 2021
Crime
Prediction
NYC
Chicago
ST-SHN Spatial-Temporal Sequential Hypergraph Network for Crime Prediction with Dynamic Multiplex Relation Learning TF
Stars
Forks
IJCAI 2021
Purchase Intent Forecasting JD-e-commerce CHTR Purchase Intent Forecasting with Convolutional Hierarchical Transformer Networks None ICDE 2021
Popularity Prediction Tmall ATNN Adversarial Two-Tower Neural Network for New Item’s Popularity Prediction in E-commerce None ICDE 2021
Career Trajectory Prediction Company
Position
TACTP Variable Interval Time Sequence Modeling for Career Trajectory Prediction: Deep Collaborative Perspective None WWW 2021
Health Prediction NASH
AD
UNITE UNITE: Uncertainty-based Health Risk Prediction Leveraging Multi-sourced Data Pytorch
Stars
Forks
WWW 2021
COVID-19 Forecasting JHUCSSE HierST HierST: A Unified Hierarchical Spatial-temporal Framework for COVID-19 Trend Forecasting Pytorch
Stars
Forks
CIKM 2021
Failure Prediction Water Pipe
Sewer Pipe
FP Failure Prediction for Large-scale Water Pipe Networks Using GNN and Temporal Failure Series None CIKM 2021
Publication Prediction CSJ
CSC
VPALG VPALG: Paper-publication Prediction with Graph Neural Networks None CIKM 2021
Water Quality Prediction PDE-DGN Partial Differential Equation Driven Dynamic Graph Networks for Predicting Stream Water Temperature None ICDM 2021
Risk Prediction COPD
HeartFailure
KidneyDiseases
HiTANet HiTANet: Hierarchical Time-Aware Attention Networks for Risk Prediction on Electronic Health Records Pytorch
Stars
Forks
KDD 2020
Sales Prediction anonymized CARNN Attention based Multi-Modal New Product Sales Time-series Forecasting Pytorch
Stars
Forks
KDD 2020
Economy Prediction IRS AMCN Attentional Multi-graph Convolutional Network for Regional Economy Prediction with Open Migration Data None KDD 2020
Food Demand Ele.me OFCT Order Fulfillment Cycle Time Estimation for On-Demand Food Delivery None KDD 2020
Parking Prediction Beijing
Shanghai
SHARE Semi-Supervised Hierarchical Recurrent Graph Neural Network for City-Wide Parking Availability Prediction Pytorch
Stars
Forks
AAAI 2020
Mortality Risk Prediction MIMIC-III
eICU
DATA-GRU DATA-GRU: Dual-Attention Time-Aware Gated Recurrent Unit for Irregular Multivariate Time Series None AAAI 2020
Parking Prediction Ningbo
Changsha
PewLSTM PewLSTM: Periodic LSTM with Weather-Aware Gating Mechanism for Parking Behavior Prediction Pytorch
Stars
Forks
IJCAI 2020
Health Risk Prediction MIMIC-III
ESRD
StageNet StageNet: Stage-Aware Neural Networks for Health Risk Prediction Pytorch
Stars
Forks
WWW 2020
Micro-video Popularity Prediction Xigua MMVED A Multimodal Variational Encoder-Decoder Framework for Micro-video Popularity Prediction TF
Stars
Forks
WWW 2020
Drug Demand Prediction Wikipedia Predicting Drug Demand with Wikipedia Views: Evidence from Darknet Markets None WWW 2020
Epidemic Prediction IDWR
CDC
US-HHS
Cola-GNN Cola-GNN: Cross-location Attention based Graph Neural Networks for Long-term ILI Prediction Pytorch
Stars
Forks
CIKM 2020
Risk Prediction HeartFailure
KidneyDisease
Dementia
LSAN LSAN: Modeling Long-term Dependencies and Short-term Correlations with Hierarchical Attention for Risk Prediction Pytorch
Stars
Forks
CIKM 2020
Lightning Prediction Lightning HSTN A Heterogeneous Spatiotemporal Network for Lightning Prediction Future ICDM 2020
Disease Prediction mPower RNNODE Predicting Parkinson’s Disease with Multimodal Irregularly Collected Longitudinal Smartphone Data None ICDM 2020
Turbulence Prediction Turbulence T^2-Net T^2-Net: A Semi-Supervised Deep Model for Turbulence Forecasting None ICDM 2020
Popularity Prediction Sina Weibo CoupledGNN Popularity Prediction on Social Platforms with Coupled Graph Neural Networks TF
Stars
Forks
WSDM 2020
Job Mobility Prediction Self HCPNN A Hierarchical Career-Path-Aware Neural Network for Job Mobility Prediction Python
Stars
Forks
KDD 2019
Lightning Prediction Lightning LightNet LightNet: A Dual Spatiotemporal Encoder Network Model for Lightning Prediction Keras
Stars
Forks
KDD 2019
Diagnosis Prediction MIMICIII MNN MNN: Multimodal Attentional Neural Networks for Diagnosis Prediction None IJCAI 2019
Crime Prediction CrimeCHI
CrimeNYC
NN-CCRF Neural Network based Continuous Conditional Random Field for Fine-grained Crime Prediction None IJCAI 2019
Talent Flow Forecasting OPNs ETF Large-Scale Talent Flow Forecast with Dynamic Latent Factor Model? None WWW 2019
Sales Prediction Snack
PG&U
DSF A Deep Neural Framework for Sales Forecasting in E-Commerce None CIKM 2019
Load Prediction Charging Stations HCFN Heterogeneous Components Fusion Network for Load Forecasting of Charging Stations None CIKM 2019
Mortality Risk Prediction PUB
MIMIC-III
UA-CRNN UA-CRNN: Uncertainty-Aware Convolutional Recurrent Neural Network for Mortality Risk Prediction None CIKM 2019
House Price Prediction NYCHouse
BJHouse
FTD_DenseNet An Integrated Model for Urban Subregion House Price Forecasting: A Multi-source Data Perspective None ICDM 2019
Water Quality Prediction TC Predicting Water Quality for the Woronora Delivery Network with Sparse Samples None ICDM 2019

❗ It is highly recommended to utilize dblp and Aminer (in Chinese) to search.

Some more useful websites:

Table of Conferences

Conference Approximate submission time
IJCAI 1.14~2.15
ICML 1.23~2.24
KDD 2.3~2.17
CIKM 5.15~5.26
NeurIPS 5.18~6.5
ICDM 6.5~6.17
WSDM 7.17~8.16
AAAI 9.5~9.15
ICLR 9.25~10.27
WWW 10.14~11.5
ICDE-1 6.1~7.21
ICDE-2 10.1~11.17
Approximate conference submission times from the most recent 7 years.

Conference (Journal) CCF Ranks

Conference (Journal) CCF Rank
ICML A
NeurIPS A
ICLR None but top
KDD A
AAAI A
IJCAI A
ICDE A
WWW A
ACL A
INFOCOM A
SIGIR A
VLDB A
UbiComp A
TKDE A
TPAMI A
TOIS A
CIKM B
ICDM B
WSDM B
COLING B
TNNLS B
TITS B
AISTATS C but top
ICPR C
Transportation Research Part C SCI 1 Top

Note that: AISTATS is CCF C but is top in computational mathematics (such as for probabilistic problems).

ICML

Proceeding Page https://proceedings.mlr.press/ Homepage https://icml.cc

Conference Source Deadline Notification
ICML 2022 https://icml.cc/Conferences/2022/Schedule Jan 27, 2022
ICML 2021 https://icml.cc/Conferences/2021/Schedule
ICML 2020 https://icml.cc/Conferences/2020/Schedule
ICML 2019 https://icml.cc/Conferences/2019/Schedule

NeurIPS

All Links

ICLR

Finding it on openreview:

Homepage https://openreview.net/group?id=ICLR.cc

Conference Source Deadline Notification
ICLR 2022 https://openreview.net/group?id=ICLR.cc/2022/Conference Oct 06 '21 Jan 24 '22
ICLR 2021 https://openreview.net/group?id=ICLR.cc/2021/Conference
ICLR 2020 https://openreview.net/group?id=ICLR.cc/2020/Conference

KDD

Format : https://www.kdd.org/kdd20xx/accepted-papers

Conference Source Deadline Notification
KDD-22 Feb 10th, 2022 May 19th, 2022
KDD-21 Link
KDD-20 Link
KDD-19 Link
KDD-18 Link
KDD-17 Link

AAAI

Conference Source Deadline Notification
AAAI-22 Link September 8, 2021 November 29, 2021
AAAI-21 Link
AAAI-20 Link
AAAI-19 Link
AAAI-18 Link
AAAI-17 Link
AAAI-16 Link
AAAI-15 Link
AAAI-14 Link
AAAI-13 Link
Conference Source Deadline Notification
IJCAI-22 Link
IJCAI-21 Link
IJCAI-20 Link
IJCAI-19 Link
IJCAI-18 Link
IJCAI-17 Link
IJCAI-16 Link
IJCAI-15 Link
IJCAI-14 None

ICDE

IEEE International Conference on Data Engineering

All Links

WWW

TheWebConf

Conference Source Deadline Notification
WWW-22 Link 2021-10-21 ... 2022-01-13 ...
WWW-21 Link
WWW-20 Link
WWW-19 Link
WWW-18 Link
WWW-17 Link

CIKM

The Conference on Information and Knowledge Management

All Links

ICDM

IEEE International Conference on Data Mining

All Links

WSDM

ACM Web Search and Data Mining

All Links