Recommender Systems

Do Mentioned Items Truly Matter? Enhancing Conversational Recommender Systems with Causal Intervention and Large Language Models IJCAI 2025 Efficient Inter-Operator Scheduling for Concurrent Recommendation Model Inference on GPU IJCAI 2025 Enhancing Diffusion Model with Auxiliary Information Mining-Exploration and Efficient Sampling Mechanism for Sequential Recommendation AAAI 2025 Enhancing Talent Search Ranking with Role-Aware Expert Mixtures and LLM-based Fine-Grained Job Descriptions EMNLP 2025 FaMTEB: Massive Text Embedding Benchmark in Persian Language EMNLP 2025 Geometric Collaborative Filtering with Convergence AISTATS 2025 HierDiffuse: Progressive Diffusion for Robust Interest Fusion in CTR Prediction EMNLP 2025 Improving AI assistants embedded in short e-learning courses with limited textual content ACL 2025 Improving Personalized Search with Regularized Low-Rank Parameter Updates CVPR 2025 Integrating Personalized Spatio-Temporal Clustering for Next POI Recommendation AAAI 2025 Iterative Sparse Attention for Long-sequence Recommendation AAAI 2025 Knowledge Graph Retrieval-Augmented Generation for LLM-based Recommendation ACL 2025 Language Representations Can be What Recommenders Need: Findings and Potentials ICLR 2025 Learning Multiple User Distributions for Recommendation via Guided Conditional Diffusion AAAI 2025 Lightweight Yet Fine-Grained: A Graph Capsule Convolutional Network with Subspace Alignment for Shared-Account Sequential Recommendation AAAI 2025 LLM4RSR: Large Language Models as Data Correctors for Robust Sequential Recommendation AAAI 2025 LLMInit: A Free Lunch from Large Language Models for Selective Initialization of Recommendation EMNLP 2025 LLM-Powered User Simulator for Recommender System AAAI 2025 MAPLE: Enhancing Review Generation with Multi-Aspect Prompt LEarning in Explainable Recommendation ACL 2025 MENTOR: Multi-level Self-supervised Learning for Multimodal Recommendation AAAI 2025 MotiR: Motivation-aware Retrieval for Long-Tail Recommendation ACL 2025 Multi-Conditional Ranking with Large Language Models NAACL 2025 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