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Recommender Systems

1012 directly classified papers

Papers per year

Papers

LLMInit: A Free Lunch from Large Language Models for Selective Initialization of Recommendation EMNLP 2025
Perturbation-driven Dual Auxiliary Contrastive Learning for Collaborative Filtering Recommendation COLING 2025
Exploring Unified Training Framework for Multimodal User Profiling COLING 2025
One for Dozens: Adaptive REcommendation for All Domains with Counterfactual Augmentation AAAI 2025
CreditLLM: Constructing Financial AI Assistant for Credit Products using Financial LLM and Few Data COLING 2025
Rethinking Large Language Model Architectures for Sequential Recommendations IJCNLP 2025
GPL4SRec: Graph Multi-Level Aware Prompt Learning for Streaming Recommendation IJCAI 2025
SIGMA: Selective Gated Mamba for Sequential Recommendation AAAI 2025
Single-Node Trigger Backdoor Attacks in Graph-Based Recommendation Systems IJCAI 2025
Diffusion Guided Propagation Augmentation for Popularity Prediction IJCAI 2025
Recommender Systems for Democracy: Toward Adversarial Robustness in Voting Advice Applications IJCAI 2025
Why Multi-Interest Fairness Matters: Hypergraph Contrastive Multi-Interest Learning for Fair Conversational Recommender System ACL 2025
KERL: Knowledge-Enhanced Personalized Recipe Recommendation using Large Language Models ACL 2025
Beyond Single Labels: Improving Conversational Recommendation through LLM-Powered Data Augmentation ACL 2025
Domain-Level Disentanglement Framework Based on Information Enhancement for Cross-Domain Cold-Start Recommendation AAAI 2025
TripCraft: A Benchmark for Spatio-Temporally Fine Grained Travel Planning ACL 2025
HPDM: A Hierarchical Popularity-aware Debiased Modeling Approach for Personalized News Recommender IJCAI 2025
Preference Identification by Interaction Overlap for Bundle Recommendation IJCAI 2025
Attribute Association Driven Multi-Task Learning for Session-based Recommendation IJCAI 2025
RecFlow: An Industrial Full Flow Recommendation Dataset ICLR 2025
BeFA: A General Behavior-driven Feature Adapter for Multimedia Recommendation AAAI 2025
Item-Language Model: Improving Large Language Model for Recommendation via Item-Language Representation Learning IJCNLP 2025
Social Recommendation via Graph-Level Counterfactual Augmentation AAAI 2025
PersonaX: A Recommendation Agent-Oriented User Modeling Framework for Long Behavior Sequence ACL 2025
MotiR: Motivation-aware Retrieval for Long-Tail Recommendation ACL 2025