Recommender Systems

Off-Policy Evaluation for Large Action Spaces via Embeddings ICML 2022 Online Certification of Preference-Based Fairness for Personalized Recommender Systems AAAI 2022 On the Generalizability and Predictability of Recommender Systems NeurIPS 2022 PAC Top-k Identification under SST in Limited Rounds AISTATS 2022 Parameter-free Dynamic Graph Embedding for Link Prediction NeurIPS 2022 Product Ranking for Revenue Maximization with Multiple Purchases NeurIPS 2022 RecInDial: A Unified Framework for Conversational Recommendation with Pretrained Language Models AACL 2022 RecipeRec: A Heterogeneous Graph Learning Model for Recipe Recommendation IJCAI 2022 Recommender Forest for Efficient Retrieval NeurIPS 2022 Revisiting Injective Attacks on Recommender Systems NeurIPS 2022 Self-supervised Graph Neural Networks for Multi-behavior Recommendation IJCAI 2022 SMINet: State-Aware Multi-Aspect Interests Representation Network for Cold-Start Users Recommendation AAAI 2022 Subjective Attributes in Conversational Recommendation Systems: Challenges and Opportunities AAAI 2022 Temporal aware Multi-Interest Graph Neural Network for Session-based Recommendation ACML 2022 Tencent-MVSE: A Large-Scale Benchmark Dataset for Multi-Modal Video Similarity Evaluation CVPR 2022 Tenrec: A Large-scale Multipurpose Benchmark Dataset for Recommender Systems NeurIPS 2022 Text-Based Interactive Recommendation via Offline Reinforcement Learning AAAI 2022 The Minority Matters: A Diversity-Promoting Collaborative Metric Learning Algorithm NeurIPS 2022 The trade-offs of model size in large recommendation models : 100GB to 10MB Criteo-tb DLRM model NeurIPS 2022 Tiny-NewsRec: Effective and Efficient PLM-based News Recommendation EMNLP 2022 Toward Knowledge-Enriched Conversational Recommendation Systems ACL 2022 Towards Resolving Propensity Contradiction in Offline Recommender Learning IJCAI 2022 Trading Hard Negatives and True Negatives: A Debiased Contrastive Collaborative Filtering Approach IJCAI 2022 Two Birds with One Stone: Unified Model Learning for Both Recall and Ranking in News Recommendation ACL 2022 What Factors Should Paper-Reviewer Assignments Rely On? Community Perspectives on Issues and Ideals in Conference Peer-Review NAACL 2022