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38 repositories

rtdl
Public
Research on Tabular Deep Learning: Papers & Packages
python machine-learning research ai deep-learning neural-network tabular-data pytorch artificial-intelligence papers
Python
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Apache License 2.0
•97•891•0•0•Updated Nov 5, 2024Nov 5, 2024
tabm
Public
TabM: Advancing Tabular Deep Learning With Parameter-Efficient Ensembling
Python
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Apache License 2.0
•0•12•0•0•Updated Nov 5, 2024Nov 5, 2024
specexec
Public
Python
•5•40•0•0•Updated Nov 4, 2024Nov 4, 2024
tabred
Public
A Benchmark of Tabular Machine Learning in-the-Wild with real-world industry-grade tabular datasets
machine-learning research tabular-data benchmarks
Python
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Apache License 2.0
•2•47•1•0•Updated Oct 21, 2024Oct 21, 2024
tabgraphs
Public
A benchmark of meaningful graph datasets with tabular node features
benchmark tabular-data graph-machine-learning gradient-boosting
Python
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MIT License
•1•8•0•0•Updated Sep 30, 2024Sep 30, 2024
vqdm
Public
Official repository for VQDM:Accurate Compression of Text-to-Image Diffusion Models via Vector Quantization paper
Python
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Apache License 2.0
•1•19•1•0•Updated Sep 17, 2024Sep 17, 2024
dnar
Public
The implementation of "Discrete Neural Algorithmic Reasoning"
Python
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Apache License 2.0
•1•8•0•0•Updated Sep 10, 2024Sep 10, 2024
rtdl-num-embeddings
Public
(NeurIPS 2022) On Embeddings for Numerical Features in Tabular Deep Learning
python machine-learning research ai deep-learning paper pytorch artificial-intelligence neural-networks
Python
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MIT License
•33•310•2•0•Updated Aug 11, 2024Aug 11, 2024
tab-ddpm
Public
[ICML 2023] The official implementation of the paper "TabDDPM: Modelling Tabular Data with Diffusion Models"
ai tabular synthetic-data diffusion-models deep-learning pytorch
Python
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MIT License
•86•393•16•2•Updated Jul 13, 2024Jul 13, 2024
invertible-cd
Public
[NeurIPS'2024] Invertible Consistency Distillation for Text-Guided Image Editing in Around 7 Steps
image-editing image-generation consistency-distillation-stable-diffusion
Python
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Apache License 2.0
•1•84•2•0•Updated Jul 4, 2024Jul 4, 2024
gan_vs_diff_sr
Public
Does Diffusion Beat GAN in Image Super Resolution?
MIT License
•0•10•1•0•Updated May 27, 2024May 27, 2024
rtdl-revisiting-models
Public
(NeurIPS 2021) Revisiting Deep Learning Models for Tabular Data
python machine-learning research ai deep-learning paper pytorch artificial-intelligence neural-networks
Python
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Apache License 2.0
•45•213•0•0•Updated May 15, 2024May 15, 2024
GBDT-uncertainty
Public
Jupyter Notebook
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Apache License 2.0
•11•51•2•1•Updated May 14, 2024May 14, 2024
adaptive-diffusion
Public
[CVPR'2024] Adaptive Teacher-Student Collaboration for Text-Conditional Diffusion Models
text-to-image stable-diffusion consistency-distillation-stable-diffusion
Python
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Apache License 2.0
•1•28•0•0•Updated Apr 3, 2024Apr 3, 2024
tabular-dl-tabr
Public
The implementation of "TabR: Unlocking the Power of Retrieval-Augmented Tabular Deep Learning"
machine-learning research deep-learning paper tabular-data pytorch
Python
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MIT License
•28•266•4•0•Updated Feb 26, 2024Feb 26, 2024
mind-your-format
Public
Mind Your Format: Towards Consistent Evaluation of In-Context Learning Improvements
few-shot-learning in-context-learning llm-evaluation
Jupyter Notebook
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Apache License 2.0
•0•6•0•0•Updated Jan 18, 2024Jan 18, 2024
swarm
Public
Official code for "SWARM Parallelism: Training Large Models Can Be Surprisingly Communication-Efficient"
Python
•16•127•3•0•Updated Dec 11, 2023Dec 11, 2023
DVAR
Public
Official implementation of "Is This Loss Informative? Faster Text-to-Image Customization by Tracking Objective Dynamics" (NeurIPS 2023)
Python
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Apache License 2.0
•1•37•0•0•Updated Nov 8, 2023Nov 8, 2023
structural-graph-shifts
Public
New structural distributional shifts for evaluating graph models
uncertainty-estimation graph-machine-learning robustness graph-neural-networks graph-benchmark distributional-shift structural-shifts
Python
•0•11•0•0•Updated Oct 25, 2023Oct 25, 2023
text-to-img-hypernymy
Public
Official code for "Hypernymy Understanding Evaluation of Text-to-Image Models via WordNet Hierarchy"
Jupyter Notebook
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Apache License 2.0
•1•6•1•0•Updated Oct 16, 2023Oct 16, 2023
moshpit-sgd
Public
"Moshpit SGD: Communication-Efficient Decentralized Training on Heterogeneous Unreliable Devices", official implementation
Jupyter Notebook
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Apache License 2.0
•2•28•1•0•Updated Jun 11, 2023Jun 11, 2023
dgl
Public
Python package built to ease deep learning on graph, on top of existing DL frameworks.
Python
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Apache License 2.0
•3k•0•0•0•Updated Jun 10, 2023Jun 10, 2023
RuLeanALBERT
Public
RuLeanALBERT is a pretrained masked language model for the Russian language that uses a memory-efficient architecture.
Python
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Apache License 2.0
•7•92•0•0•Updated May 27, 2023May 27, 2023
ddpm-segmentation
Public
Label-Efficient Semantic Segmentation with Diffusion Models (ICLR'2022)
deep-learning semantic-segmentation
Python
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MIT License
•60•661•8•0•Updated Apr 8, 2023Apr 8, 2023
heterophilous-graphs
Public
A Critical Look at the Evaluation of GNNs under Heterophily: Are We Really Making Progress?
Python
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MIT License
•6•92•3•0•Updated Mar 7, 2023Mar 7, 2023
btard
Public
Code for the paper "Secure Distributed Training at Scale" (ICML 2022)
Python
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Apache License 2.0
•1•14•0•0•Updated Jul 11, 2022Jul 11, 2022
sparqling-queries
Public
This repo in the implementation of EMNLP'21 paper "SPARQLing Database Queries from Intermediate Question Decompositions" by Irina Saparina, Anton Osokin
natural-language-inference semantic-parsing text-to-sql
Python
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MIT License
•7•34•0•0•Updated Jun 1, 2022Jun 1, 2022
gan-transfer
Public
Supplementary code for "When, Why, and Which Pretrained GANs Are Useful?" (ICLR'22)
Jupyter Notebook
•2•24•2•0•Updated Feb 21, 2022Feb 21, 2022
proxy-dirichlet-distillation
Public
Implementation of "Scaling Ensemble Distribution Distillation to Many Classes with Proxy Targets" (NeurIPS 2021) and "Uncertainty Estimation in Autoregressive Structured Prediction" (ICLR 2021)
deep-learning machine-translation pytorch speech-recognition image-classification distillation
Python
•0•4•0•0•Updated Jan 24, 2022Jan 24, 2022
DeDLOC
Public
Official code for "Distributed Deep Learning in Open Collaborations" (NeurIPS 2021)
Jupyter Notebook
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Apache License 2.0
•6•116•1•0•Updated Jan 13, 2022Jan 13, 2022