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recommendation system

305 papers

RECSYS RS

Papers

Perturbation-driven Dual Auxiliary Contrastive Learning for Collaborative Filtering Recommendation COLING 2025 Preliminary Evaluation of the Test-Time Training Layers in Recommendation System (Student Abstract) AAAI 2025 PREMISE: Matching-based Prediction for Accurate Review Recommendation NAACL 2025 Q-STRUM Debate: Query-Driven Contrastive Summarization for Recommendation Comparison 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 RecBase: Generative Foundation Model Pretraining for Zero-Shot Recommendation EMNLP 2025 RecFlow: An Industrial Full Flow Recommendation Dataset ICLR 2025 RecLM: Recommendation Instruction Tuning ACL 2025 Re-ranking Using Large Language Models for Mitigating Exposure to Harmful Content on Social Media Platforms ACL 2025 Scaling Down, Serving Fast: Compressing and Deploying Efficient LLMs for Recommendation Systems EMNLP 2025 SOLAR: Serendipity Optimized Language Model Aligned for Recommendation EMNLP 2025 Spatial-Temporal Knowledge Distillation for Takeaway Recommendation AAAI 2025 Stereotype or Personalization? User Identity Biases Chatbot Recommendations ACL 2025 TeG-DRec: Inductive Text-Graph Learning for Unseen Node Scientific Dataset Recommendation AACL 2025 The Adaptive Q-Network for Recommendation Tasks with Dynamic Item Space AAAI 2025 Towards Unbiased Information Extraction and Adaptation in Cross-Domain Recommendation AAAI 2025 User Feedback Alignment for LLM-powered Exploration in Large-scale Recommendation Systems ACL 2025 Where Should I Study? Biased Language Models Decide! Evaluating Fairness in LMs for Academic Recommendations IJCNLP 2025 Adaptive Hardness Negative Sampling for Collaborative Filtering AAAI 2024 Addressing Hidden Confounding with Heterogeneous Observational Datasets for Recommendation NeurIPS 2024 Aligning Large Language Models with Recommendation Knowledge NAACL 2024 A Survey on Rank Aggregation IJCAI 2024 AT4CTR: Auxiliary Match Tasks for Enhancing Click-Through Rate Prediction AAAI 2024 Cascading Reinforcement Learning ICLR 2024