Recommender Systems

Neural Combinatorial Clustered Bandits for Recommendation Systems AAAI 2025 On adaptivity and minimax optimality of two-sided nearest neighbors AISTATS 2025 Optimal Transport Alignment of User Preferences from Ratings and Texts UAI 2025 PersonaX: A Recommendation Agent-Oriented User Modeling Framework for Long Behavior Sequence ACL 2025 Preference Identification by Interaction Overlap for Bundle Recommendation IJCAI 2025 Preliminary Evaluation of the Test-Time Training Layers in Recommendation System (Student Abstract) AAAI 2025 Re2LLM: Reflective Reinforcement Large Language Model for Session-based Recommendation AAAI 2025 Ready for You When You Are Back: Content-Driven Session-Based Recommendation for Continuity of Experience AAAI 2025 ReAL: How Can LLMs Simulate the Real Teacher? Retrieval-enhanced Agent for Adaptive Learning EMNLP 2025 Real-time Ad Retrieval via LLM-generative Commercial Intention for Sponsored Search Advertising EMNLP 2025 RecStream: Graph-aware Stream Management for Concurrent Recommendation Model Online Serving COLING 2025 Refining Text Generation for Realistic Conversational Recommendation via Direct Preference Optimization EMNLP 2025 Rethinking Byzantine Robustness in Federated Recommendation from Sparse Aggregation Perspective AAAI 2025 Sam’s Fans at the Crypto Trading Challenge Task: A Threshold-Based Decision Approach Based on FinMem Framework COLING 2025 Scaling Down, Serving Fast: Compressing and Deploying Efficient LLMs for Recommendation Systems EMNLP 2025 Semantic Enhanced Heterogeneous Hypergraph Network for Collaborative Filtering AAAI 2025 Spatial-Temporal Knowledge Distillation for Takeaway Recommendation AAAI 2025 Supporting Online Discussions: Integrating AI Into the adhocracy+ Participation Platform To Enhance Deliberation EMNLP 2025 The Adaptive Q-Network for Recommendation Tasks with Dynamic Item Space AAAI 2025 The Efficiency vs. Accuracy Trade-off: Optimizing RAG-Enhanced LLM Recommender Systems Using Multi-Head Early Exit ACL 2025 Variational Graph Auto-Encoder Driven Graph Enhancement for Sequential Recommendation IJCAI 2025 Where and When: Predict Next POI and Its Explicit Timestamp in Sequential Recommendation IJCAI 2025 Word2Passage: Word-level Importance Re-weighting for Query Expansion ACL 2025 Adaptive Hardness Negative Sampling for Collaborative Filtering AAAI 2024 Ada-Retrieval: An Adaptive Multi-Round Retrieval Paradigm for Sequential Recommendations AAAI 2024