Recommender Systems

Multi-Modal Recommendation Unlearning for Legal, Licensing, and Modality Constraints AAAI 2025 Multiple Purchase Chains with Negative Transfer Elimination for Multi-Behavior Recommendation AAAI 2025 Multi-type MOOCs Recommendation: Leveraging Deep Multi-Relational Representation and Hierarchical Reasoning AAAI 2025 MUSE: A Multimodal Conversational Recommendation Dataset with Scenario-Grounded User Profiles ACL 2025 Neighborhood-Aware Negative Sampling for Student Knowledge and Behavior Modeling AAAI 2025 Neural Combinatorial Clustered Bandits for Recommendation Systems AAAI 2025 New User Event Prediction Through the Lens of Causal Inference AISTATS 2025 One for Dozens: Adaptive REcommendation for All Domains with Counterfactual Augmentation AAAI 2025 On the Power of Strategic Corpus Enrichment in Content Creation Games AAAI 2025 On Using Arabic Language Dialects in Recommendation Systems NAACL 2025 Personalized Federated Collaborative Filtering: A Variational AutoEncoder Approach AAAI 2025 Personal Travel Solver: A Preference-Driven LLM-Solver System for Travel Planning ACL 2025 PersonaX: A Recommendation Agent-Oriented User Modeling Framework for Long Behavior Sequence ACL 2025 Perturbation-driven Dual Auxiliary Contrastive Learning for Collaborative Filtering Recommendation COLING 2025 POI Recommendation via Multi-Objective Adversarial Imitation Learning AAAI 2025 PPT: A Minor Language News Recommendation Model via Cross-Lingual Preference Pattern Transfer ACL 2025 Preference Identification by Interaction Overlap for Bundle Recommendation IJCAI 2025 PVP: An Image Dataset for Personalized Visual Persuasion with Persuasion Strategies, Viewer Characteristics, and Persuasiveness Ratings ACL 2025 Ready for You When You Are Back: Content-Driven Session-Based Recommendation for Continuity of Experience AAAI 2025 ReasoningRec: Bridging Personalized Recommendations and Human-Interpretable Explanations through LLM Reasoning NAACL 2025 RecFlow: An Industrial Full Flow Recommendation Dataset ICLR 2025 RecLM: Recommendation Instruction Tuning ACL 2025 Recommendations with Sparse Comparison Data: Provably Fast Convergence for Nonconvex Matrix Factorization ICML 2025 Recommender Systems for Democracy: Toward Adversarial Robustness in Voting Advice Applications IJCAI 2025 RecStream: Graph-aware Stream Management for Concurrent Recommendation Model Online Serving COLING 2025