Recommender Systems

Representative Ranking for Deliberation in the Public Sphere ICML 2025 Re-ranking Using Large Language Models for Mitigating Exposure to Harmful Content on Social Media Platforms ACL 2025 Rethinking Large Language Model Architectures for Sequential Recommendations IJCNLP 2025 Rethinking LLM-Based Recommendations: A Personalized Query-Driven Parallel Integration EMNLP 2025 Robust Graph Based Social Recommendation Through Contrastive Multi-View Learning AAAI 2025 SAFER: A Calibrated Risk-Aware Multimodal Recommendation Model for Dynamic Treatment Regimes ICML 2025 ScoreNet: Consistency-driven Framework with Multi-side Information Fusion for Session-based Recommendation AAAI 2025 SecEmb: Sparsity-Aware Secure Federated Learning of On-Device Recommender System with Large Embedding ICML 2025 SECRET: Semi-supervised Clinical Trial Document Similarity Search ACL 2025 Seeing Beyond Noise: Joint Graph Structure Evaluation and Denoising for Multimodal Recommendation AAAI 2025 Selective Preference Aggregation ICML 2025 SIGMA: Selective Gated Mamba for Sequential Recommendation AAAI 2025 Sim4Rec: Data-Free Model Extraction Attack on Sequential Recommendation AAAI 2025 SimUSER: Simulating User Behavior with Large Language Models for Recommender System Evaluation ACL 2025 Single-Node Trigger Backdoor Attacks in Graph-Based Recommendation Systems IJCAI 2025 Social Recommendation via Graph-Level Counterfactual Augmentation AAAI 2025 SOLAR: Serendipity Optimized Language Model Aligned for Recommendation EMNLP 2025 Spatial-Temporal Knowledge Distillation for Takeaway Recommendation AAAI 2025 SSPNet: Leveraging Robust Medication Recommendation with History and Knowledge IJCAI 2025 STAIR: Manipulating Collaborative and Multimodal Information for E-Commerce Recommendation AAAI 2025 Stop Playing the Guessing Game! Evaluating Conversational Recommender Systems via Target-free User Simulation EMNLP 2025 Sub-Interest-Aware Representation Uniformity for Recommender System AAAI 2025 Test-Time Adaptation on Recommender System with Data-Centric Graph Transformation IJCAI 2025 TGB-Seq Benchmark: Challenging Temporal GNNs with Complex Sequential Dynamics ICLR 2025 The Adaptive Q-Network for Recommendation Tasks with Dynamic Item Space AAAI 2025