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Recommender Systems

1012 directly classified papers

Papers per year

Papers

Interaction-Data-guided Conditional Instrumental Variables for Debiasing Recommender Systems IJCAI 2025
Effects of Publicity and Complexity in Reader Polarization NAACL 2025
ReasoningRec: Bridging Personalized Recommendations and Human-Interpretable Explanations through LLM Reasoning NAACL 2025
FinNLI: Novel Dataset for Multi-Genre Financial Natural Language Inference Benchmarking NAACL 2025
Developing Generative Recommender Systems for Government Subsidy Pro-Grams with a New RQ-VAE Model: Wello & the Korean Government Case AAAI 2025
Recommender Systems for Democracy: Toward Adversarial Robustness in Voting Advice Applications IJCAI 2025
MatchXplain: Analyzing Preferences, Explaining Outcomes, and Simplifying Decisions IJCAI 2025
Beyond Individual and Point: Next POI Recommendation via Region-aware Dynamic Hypergraph with Dual-level Modeling IJCAI 2025
Domain-Level Disentanglement Framework Based on Information Enhancement for Cross-Domain Cold-Start Recommendation AAAI 2025
Personalized Federated Collaborative Filtering: A Variational AutoEncoder Approach AAAI 2025
STAIR: Manipulating Collaborative and Multimodal Information for E-Commerce Recommendation AAAI 2025
Flow Matching Based Sequential Recommender Model IJCAI 2025
ESPRESSO: An Effective Approach to Passage Retrieval for High-Quality Conversational Recommender Systems AAAI 2025
BeFA: A General Behavior-driven Feature Adapter for Multimedia Recommendation AAAI 2025
Beyond Single Labels: Improving Conversational Recommendation through LLM-Powered Data Augmentation ACL 2025
Human and LLM-Based Resume Matching: An Observational Study NAACL 2025
Rethinking Large Language Model Architectures for Sequential Recommendations IJCNLP 2025
UCFE: A User-Centric Financial Expertise Benchmark for Large Language Models NAACL 2025
The POWER of Ikigai: Optimizing Life Fulfillment with an Integrated User Simulator and Adaptive Hobby Recommender AAAI 2025
Top-one Recommendation with Anonymous User Behaviors (Student Abstract) AAAI 2025
TripCraft: A Benchmark for Spatio-Temporally Fine Grained Travel Planning ACL 2025
KERL: Knowledge-Enhanced Personalized Recipe Recommendation using Large Language Models ACL 2025
Knowledge Graph Retrieval-Augmented Generation for LLM-based Recommendation ACL 2025
PersonaX: A Recommendation Agent-Oriented User Modeling Framework for Long Behavior Sequence ACL 2025
Beyond Static Testbeds: An Interaction-Centric Agent Simulation Platform for Dynamic Recommender Systems EMNLP 2025