- 【华为】AutoGroup: Automatic Feature Grouping for Modelling Explicit High-Order Feature Interactions in CTR Prediction
- 【华为】Multi-Branch Convolutional Network for Context-Aware Recommendation
- 【腾讯】TFNet: Multi-Semantic Feature Interaction for CTR Prediction
- 【阿里】Deep Interest with Hierarchical Attention Network for Click-Through Rate Prediction
- 【阿里】ATBRG: Adaptive Target-Behavior Relational Graph Network for Effective Recommendation
- 【第四范式】Network On Network for Tabular Data Classification in Real-world Applications
- User Behavior Retrieval for Click-Through Rate Prediction
- LightGCN: Simplifying and Powering Graph Convolution Network for Recommendation
- Disentangled Graph Collaborative Filtering
- 【阿里、蚂蚁金服】ATBRG: Adaptive Target-Behavior Relational Graph Network for Effective Recommendation
- GAG: Global Attributed Graph Neural Network for Streaming Session-based Recommendation
- 【华为】Neighbor Interaction Aware Graph Convolution Networks for Recommendation
- Next-item Recommendation with Sequential Hypergraphs
- Group-Aware Long- and Short-Term Graph Representation Learning for Sequential Group Recommendation
- Global Context Enhanced Graph Nerual Networks for Session-based Recommendation
- Bundle Recommendation with Graph Convolutional Networks
- A Heterogeneous Graph Neural Model for Cold-Start Recommendation
- TAGNN: Target Attentive Graph Neural Networks for Session-based Recommendation
- Multi-Behavior Recommendation with Graph Convolution Networks
- GCN-Based User Representation Learning for Unifying Robust Recommendation and Fraudster Identification
- Jointly Non-Sampling Learning for Knowledge Graph Enhanced Recommendation
- Incorporating User Micro-behaviors and Item Knowledge into Multi-task Learning for Session-based Recommendation
- Interactive Recommender System via Knowledge Graph-enhanced Reinforcement Learning
- Enhancing Recommendation Diversity using Determinantal Point Processes on Knowledge Graphs
- Interactive Recommender System via Knowledge Graph-enhanced Reinforcement Learning
- A Knowledge-Enhanced Recommendation Model with Attribute-Level Co-Attention
- Fairness-Aware Explainable Recommendation over Knowledge Graphs
- Attentional Graph Convolutional Networks for Knowledge Concept Recommendation in MOOCs in a Heterogeneous View
- Make It a CHORUS: Context- and Knowledge-aware Item Modeling for Recommendation
- ATBRG: Adaptive Target-Behavior Relational Graph Network for Effective Recommendation
- CKAN: Collaborative Knowledge-aware Attentive Network for Recommender Systems
- MRIF: Multi-Resolution Interest Fusion for Recommendation
- 【阿里】Deep Interest with Hierarchical Attention Network for Click-Through Rate Prediction
- Multiplex Behavioral Relation Learning for Recommendation via Memory Augmented Transformer Network
- GMCM: Graph-based Micro-behavior Conversion Model for Post-click Conversion Rate Estimation
- Multi-Behavior Recommendation with Graph Convolution Networks
- 【阿里】Entire Space Multi-Task Modeling via Post-Click Behavior Decomposition for Conversion Rate Prediction
- Joint Item Recommendation and Attribute Inference: An Adaptive Graph Convolutional Network Approach
- 【华为】JIT$^2$R:A Joint Framework for Item Tagging and Tag-based Recommendation
- Parameter-Efficient Transfer from Sequential Behaviors for User Modeling and Recommendation
- Learning to Transfer Graph Embeddings for Inductive Graph based Recommendation
- A Heterogeneous Information Network based Cross Domain Insurance Recommendation System for Cold Start Users
- Transfer Learning via Contextual Invariants for One-to-Many Cross-Domain Recommendation
- Web-to-Voice Transfer for Product Recommendation on Voice
- CATN: Cross-Domain Recommendation for Cold-Start Users via Aspect Transfer Network
- ESAM: Discriminative Domain Adaptation with Non-Displayed Items to Improve Long-Tail Performance
- Reinforcement Learning based Recommendation with Graph Convolutional Q-network
- Interactive Recommender System via Knowledge Graph-enhanced Reinforcement Learning
- Nonintrusive-Sensing and Reinforcement-Learning Based Adaptive Personalized Music Recommendation
- Video Recommendation with Multi-gate Mixture of Experts Soft Actor Critic
- MaHRL: Multi-goals Abstraction based Deep Hierarchical Reinforcement Learning for Recommendations
- Leveraging Demonstrations for Reinforcement Recommendation Reasoning over Knowledge Graphs
- Self-Supervised Reinforcement Learning for Recommender Systems
- Reinforcement Learning to Rank with Pairwise Policy Gradient
- Session-based Recommendation with Hierarchical Leaping Networks
- Sequential-based Adversarial Optimisation for Personalised Top-N Item Recommendation
- Rethinking Item Importance in Session-based Recommendation
- An Intent-guided Collaborative Machine for Session-based Recommendation
- Sentiment-guided Sequential Recommendation
- Sequential Recommendation with Self-attentive Multi-adversarial Network
- Global Context Enhanced Graph Nerual Networks for Session-based Recommendation
- Time Matters: Sequential Recommendation with Complex Temporal Information
- Dual Sequential Network for Temporal Sets Prediction
- Modeling Personalized Item Frequency Information for Next-basket Recommendation
- A General Network Compression Framework for Sequential Recommender Systems
- Next-item Recommendation with Sequential Hypergraphs
- KERL: A Knowledge-Guided Reinforcement Learning Model for Sequential Recommendation
- Hierarchical Fashion Graph Network for Personalised Outfit Recommendation
- Nonintrusive-Sensing and Reinforcement-Learning Based Adaptive Personalized Music Recommendation
- Fashion Compatibility Modeling through a Multi-modal Try-on-guided Scheme
- Recommending Podcasts for Cold-Start Users Based on Music Listening and Taste
- Neural Unified Review Recommendation with Cross Attention
- How Useful are Reviews for Recommendation? A Critical Review and Potential Improvements
- MVL: Multi-View Learning for News Recommendation
- Joint Training Capsule Network for Cold Start Recommendation
- A Heterogeneous Graph Neural Model for Cold-Start Recommendation
- Content-aware Neural Hashing for Cold-start Recommendation
- Recommendation for New Users and New Items via Randomized Training and Mixture-of-Experts Transformation
- DCDIR: A Deep Cross-Domain Recommendation System for Cold Start Users in Insurance Domain
- AR-CF: Augmenting Virtual Users and Items in Collaborative Filtering for Addressing Cold-Start Problems
- Using Exploration to Alleviate Closed-Loop Effects in Recommender Systems
- Influence Function for Unbiased Recommendation
- A General Knowledge Distillation Framework for Counterfactual Recommendation via Uniform Data
- Modeling Personalized Item Frequency Information for Next-basket Recommendation
- Measuring and Mitigating Item Under-Recommendation Bias in Personalized Ranking Systems
- A Deep Recurrent Survival Model for Unbiased Ranking
- Asymmetric Tri-training for Debiasing Missing-Not-At-Random Explicit Feedback
- User-Inspired Posterior Network for Recommendation Reason Generation
- Measuring Recommendation Explanation Quality: The Conflicting Goals of Explanations
- Try This Instead: Personalized and Interpretable Substitute Recommendation
- Fairness-Aware Explainable Recommendation over Knowledge Graphs
- Relevance Models for Multi-Contextual Appropriateness in Points-Of-Interest Recommendation
- HME: A Hyperbolic Metric Embedding Approach for Next-POI Recommendation
- Spatial Object Recommendation with Hints: When Spatial Granularity Matters
- GroupIM: A Mutual Information Maximizing Framework for Neural Group Recommendation
- GAME: Learning Graphical and Attentive Multi-view Embeddings for Occasional Group Recommendation
- Group-Aware Long- and Short-Term Graph Representation Learning for Sequential Group Recommendation
- Bundle Recommendation with Graph Convolutional Networks
- Beyond User Embedding Matrix: Learning to Hash for Modeling Large-Scale Users in Recommendation
- Automated Embedding Size Search in Deep Recommender Systems
- MVIN: Learning multiview items for recommendation
- HME: A Hyperbolic Metric Embedding Approach for Next-POI Recommendation
- Octopus: Comprehensive and Elastic User Representation for the Generation of Recommendation Candidates
- Disentangled Representations for Graph-based Collaborative Filtering
- Neural Interactive Collaborative Filtering
- Contextual Re-Ranking with Behavior Aware Transformers
- Automated Embedding Size Search in Deep Recommender Systems
- Meta Matrix Factorization for Federated Rating Predictions
- Enhancing Recommendation Diversity using Determinantal Point Processes on Knowledge Graphs
- Training Mixed-Objective Pointing Decoders for Block-Level Optimization in Search Recommendation
- 【快手】How to Retrain a Recommender System? A Sequential Meta-Learning Method
- Distributed Equivalent Substitution Training for Large-Scale Recommender Systems
- Training Mixed-Objective Pointing Decoders for Block-Level Optimization in Search Recommendation
- 【华为】Item Tagging for Information Retrieval: A Tripartite Graph Neural Network based Approach
- 【华为】JIT$^2$R:A Joint Framework for Item Tagging and Tag-based Recommendation
- Data Poisoning Attacks against Differentially Private Recommender Systems
- Adversarial Attack and Detection on Reinforcement Learning based Recommendation System
- DPLCF: Differentially Private Local Collaborative Filtering
- Certifiable Robustness to Discrete Adversarial Perturbations for Factorization Machines
- A Re-visit of Popularity Baseline in Recommender Systems
- How Dataset Characteristics Affect the Robustness of Collaborative Recommendation Models
- Visual Intents vs. Clicks, Likes, and Purchases in E-commerce
- Deep Critiquing for VAE-based Recommender Systems
- Understanding Echo Chambers in E-commerce Recommender Systems
- Agreement and Disagreement between True and False-Positive Metrics in Recommender Systems Evaluation
- The Impact of More Transparent Interfaces on Behavior in Personalized Recommendation
- Learning Personalized Risk Preferences for Recommendation
- Towards Question-based Recommender Systems
- How Airbnb Tells You Will Enjoy Sunset Sailing in Barcelona? Recommendation in a Two-Sided Travel Marketplace