collaborative filtering

Language Representations Can be What Recommenders Need: Findings and Potentials ICLR 2025 LLM-based Conversational Recommendation Agents with Collaborative Verbalized Experience EMNLP 2025 LLMInit: A Free Lunch from Large Language Models for Selective Initialization of Recommendation EMNLP 2025 MENTOR: Multi-level Self-supervised Learning for Multimodal Recommendation AAAI 2025 MotiR: Motivation-aware Retrieval for Long-Tail Recommendation ACL 2025 Perturbation-driven Dual Auxiliary Contrastive Learning for Collaborative Filtering Recommendation COLING 2025 RecLM: Recommendation Instruction Tuning ACL 2025 Rethinking LLM-Based Recommendations: A Personalized Query-Driven Parallel Integration EMNLP 2025 R-Fairness: Assessing Fairness of Ranking in Subjective Data ACL 2025 Semantic Enhanced Heterogeneous Hypergraph Network for Collaborative Filtering AAAI 2025 Spk2SRImgNet: Super-Resolve Dynamic Scene from Spike Stream via Motion Aligned Collaborative Filtering CVPR 2025 STAIR: Manipulating Collaborative and Multimodal Information for E-Commerce Recommendation AAAI 2025 Sub-Interest-Aware Representation Uniformity for Recommender System AAAI 2025 SVD-GCL: A Noise-Augmented Hybrid Graph Contrastive Learning Framework for Recommendation COLING 2025 Towards S²-Challenges Underlying LLM-Based Augmentation for Personalized News Recommendation AAAI 2025 Accurate and Data-Efficient Toxicity Prediction when Annotators Disagree EMNLP 2024 Adaptive Hardness Negative Sampling for Collaborative Filtering AAAI 2024 AT4CTR: Auxiliary Match Tasks for Enhancing Click-Through Rate Prediction AAAI 2024 CAGK: Collaborative Aspect Graph Enhanced Knowledge-based Recommendation COLING 2024 Debiased Collaborative Filtering with Kernel-Based Causal Balancing ICLR 2024 Enhancing Cognitive Diagnosis Using Un-interacted Exercises: A Collaboration-Aware Mixed Sampling Approach AAAI 2024 Estimating Unknown Population Sizes Using the Hypergeometric Distribution ICML 2024 Fine Tuning Out-of-Vocabulary Item Recommendation with User Sequence Imagination NeurIPS 2024 Graph Collaborative Expert Finding with Contrastive Learning IJCAI 2024 How Does Message Passing Improve Collaborative Filtering? NeurIPS 2024