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Recommender Systems

1012 directly classified papers

Papers per year

Papers

INVESTORBENCH: A Benchmark for Financial Decision-Making Tasks with LLM-based Agent ACL 2025
Beyond Static Testbeds: An Interaction-Centric Agent Simulation Platform for Dynamic Recommender Systems EMNLP 2025
Attribute Association Driven Multi-Task Learning for Session-based Recommendation IJCAI 2025
Human and LLM-Based Resume Matching: An Observational Study NAACL 2025
FinNLI: Novel Dataset for Multi-Genre Financial Natural Language Inference Benchmarking NAACL 2025
Stop Playing the Guessing Game! Evaluating Conversational Recommender Systems via Target-free User Simulation EMNLP 2025
ReasoningRec: Bridging Personalized Recommendations and Human-Interpretable Explanations through LLM Reasoning NAACL 2025
Effects of Publicity and Complexity in Reader Polarization NAACL 2025
Balancing User-Item Structure and Interaction with Large Language Models and Optimal Transport for Multimedia Recommendation IJCAI 2025
ESPRESSO: An Effective Approach to Passage Retrieval for High-Quality Conversational Recommender Systems AAAI 2025
A Text-Based Recommender System that Leverages Explicit Affective State Preferences EMNLP 2025
From Pairwise to Ranking: Climbing the Ladder to Ideal Collaborative Filtering with Pseudo-Ranking AAAI 2025
BayesCNS: A Unified Bayesian Approach to Address Cold Start and Non-Stationarity in Search Systems at Scale AAAI 2025
Logit Space Constrained Fine-Tuning for Mitigating Hallucinations in LLM-Based Recommender Systems EMNLP 2025
Entire-Space Variational Information Exploitation for Post-Click Conversion Rate Prediction AAAI 2025
MotiR: Motivation-aware Retrieval for Long-Tail Recommendation ACL 2025
Behavior Importance-Aware Graph Neural Architecture Search for Cross-Domain Recommendation AAAI 2025
One for Dozens: Adaptive REcommendation for All Domains with Counterfactual Augmentation AAAI 2025
A Flash in the Pan: Better Prompting Strategies to Deploy Out-of-the-Box LLMs as Conversational Recommendation Systems COLING 2025
Direct Routing Gradient (DRGrad): A Personalized Information Surgery for Multi-Task Learning (MTL) Recommendations AAAI 2025
Dynamic Multi-Interest Graph Neural Network for Session-Based Recommendation AAAI 2025
Social Recommendation via Graph-Level Counterfactual Augmentation AAAI 2025
SIGMA: Selective Gated Mamba for Sequential Recommendation AAAI 2025
Bites of Tomorrow: Personalized Recommendations for a Healthier and Greener Plate AAAI 2025
Beyond Single Labels: Improving Conversational Recommendation through LLM-Powered Data Augmentation ACL 2025