Recommender Systems

From Pairwise to Ranking: Climbing the Ladder to Ideal Collaborative Filtering with Pseudo-Ranking AAAI 2025 Fuzzy Collaborative Reasoning AAAI 2025 GenAL: Generative Agent for Adaptive Learning AAAI 2025 Generating Financial News Articles from Factors of Stock Price Rise / Decline by LLMs COLING 2025 GeoMamba: Towards Multi-granular POI Recommendation with Geographical State Space Model AAAI 2025 Geometric Collaborative Filtering with Convergence AISTATS 2025 GPL4SRec: Graph Multi-Level Aware Prompt Learning for Streaming Recommendation IJCAI 2025 GRAM: Generative Recommendation via Semantic-aware Multi-granular Late Fusion ACL 2025 GSID: Generative Semantic Indexing for E-Commerce Product Understanding EMNLP 2025 Harnessing Multimodal Large Language Models for Multimodal Sequential Recommendation AAAI 2025 Hgformer: Hyperbolic Graph Transformer for Collaborative Filtering ICML 2025 HI-DR: Exploiting Health Status-Aware Attention and an EHR Graph+ for Effective Medication Recommendation AAAI 2025 HierDiffuse: Progressive Diffusion for Robust Interest Fusion in CTR Prediction EMNLP 2025 HPDM: A Hierarchical Popularity-aware Debiased Modeling Approach for Personalized News Recommender IJCAI 2025 Human-AI Coevolution (Abstract Reprint) IJCAI 2025 Human and LLM-Based Resume Matching: An Observational Study NAACL 2025 HyperCRS: Hypergraph-Aware Multi-Grained Preference Learning to Burst Filter Bubbles in Conversational Recommendation System ACL 2025 i$^2$VAE: Interest Information Augmentation with Variational Regularizers for Cross-Domain Sequential Recommendation UAI 2025 iAgent: LLM Agent as a Shield between User and Recommender Systems ACL 2025 Improving Multimodal Social Media Popularity Prediction via Selective Retrieval Knowledge Augmentation AAAI 2025 Integrating Personalized Spatio-Temporal Clustering for Next POI Recommendation AAAI 2025 Intent Oriented Contrastive Learning for Sequential Recommendation AAAI 2025 Interaction-Data-guided Conditional Instrumental Variables for Debiasing Recommender Systems IJCAI 2025 INVESTORBENCH: A Benchmark for Financial Decision-Making Tasks with LLM-based Agent ACL 2025 Item-Language Model: Improving Large Language Model for Recommendation via Item-Language Representation Learning IJCNLP 2025