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Recommender Systems

313 directly classified papers

Papers per year

Papers

Neural Combinatorial Clustered Bandits for Recommendation Systems AAAI 2025
MotiR: Motivation-aware Retrieval for Long-Tail Recommendation ACL 2025
Lightweight Yet Fine-Grained: A Graph Capsule Convolutional Network with Subspace Alignment for Shared-Account Sequential Recommendation AAAI 2025
Spatial-Temporal Knowledge Distillation for Takeaway Recommendation AAAI 2025
Preliminary Evaluation of the Test-Time Training Layers in Recommendation System (Student Abstract) AAAI 2025
Cost-Effective On-Device Sequential Recommendation with Spiking Neural Networks IJCAI 2025
Bites of Tomorrow: Personalized Recommendations for a Healthier and Greener Plate AAAI 2025
Iterative Sparse Attention for Long-sequence Recommendation AAAI 2025
Sam’s Fans at the Crypto Trading Challenge Task: A Threshold-Based Decision Approach Based on FinMem Framework COLING 2025
LLM-Powered User Simulator for Recommender System AAAI 2025
Do Mentioned Items Truly Matter? Enhancing Conversational Recommender Systems with Causal Intervention and Large Language Models IJCAI 2025
CLLMRec: Contrastive Learning with LLMs-based View Augmentation for Sequential Recommendation IJCAI 2025
Multi-Conditional Ranking with Large Language Models NAACL 2025
Refining Text Generation for Realistic Conversational Recommendation via Direct Preference Optimization EMNLP 2025
Preference Identification by Interaction Overlap for Bundle Recommendation IJCAI 2025
Auto Encoding Neural Process for Multi-interest Recommendation AAAI 2025
Beyond Static Testbeds: An Interaction-Centric Agent Simulation Platform for Dynamic Recommender Systems EMNLP 2025
ACL-rlg: A Dataset for Reading List Generation COLING 2025
The Efficiency vs. Accuracy Trade-off: Optimizing RAG-Enhanced LLM Recommender Systems Using Multi-Head Early Exit ACL 2025
RecStream: Graph-aware Stream Management for Concurrent Recommendation Model Online Serving COLING 2025
Multi-type MOOCs Recommendation: Leveraging Deep Multi-Relational Representation and Hierarchical Reasoning AAAI 2025
Rethinking Byzantine Robustness in Federated Recommendation from Sparse Aggregation Perspective AAAI 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
PersonaX: A Recommendation Agent-Oriented User Modeling Framework for Long Behavior Sequence ACL 2025