Recommender Systems

What Makes an Ideal Quote? Recommending “Unexpected yet Rational” Quotations via Novelty ACL 2026 What Makes LLMs Effective Sequential Recommenders? A Study on Preference Intensity and Temporal Context ACL 2026 Where and What: Reasoning Dynamic and Implicit Preferences in Situated Conversational Recommendation ACL 2026 ActionPiece: Contextually Tokenizing Action Sequences for Generative Recommendation ICML 2025 Active Learning for Efficient Discovery of Optimal Combinatorial Perturbations ICML 2025 Adversarial Propensity Weighting for Debiasing in Collaborative Filtering IJCAI 2025 A Flash in the Pan: Better Prompting Strategies to Deploy Out-of-the-Box LLMs as Conversational Recommendation Systems COLING 2025 A Geometric Approach to Personalized Recommendation with Set-Theoretic Constraints Using Box Embeddings ICML 2025 AGRec: Adapting Autoregressive Decoders with Graph Reasoning for LLM-based Sequential Recommendation ACL 2025 ALERT: An LLM-powered Benchmark for Automatic Evaluation of Recommendation Explanations NAACL 2025 A Market for Accuracy: Classification Under Competition ICML 2025 A Mixed-Language Multi-Document News Summarization Dataset and a Graphs-Based Extract-Generate Model NAACL 2025 A Survey on LLM-powered Agents for Recommender Systems EMNLP 2025 A Text-Based Recommender System that Leverages Explicit Affective State Preferences EMNLP 2025 Attribute Association Driven Multi-Task Learning for Session-based Recommendation IJCAI 2025 Auto Encoding Neural Process for Multi-interest Recommendation AAAI 2025 Balancing User-Item Structure and Interaction with Large Language Models and Optimal Transport for Multimedia Recommendation IJCAI 2025 BayesCNS: A Unified Bayesian Approach to Address Cold Start and Non-Stationarity in Search Systems at Scale AAAI 2025 BeFA: A General Behavior-driven Feature Adapter for Multimedia Recommendation AAAI 2025 Behavior Importance-Aware Graph Neural Architecture Search for Cross-Domain Recommendation AAAI 2025 Beyond Graph Convolution: Multimodal Recommendation with Topology-aware MLPs AAAI 2025 Beyond Individual and Point: Next POI Recommendation via Region-aware Dynamic Hypergraph with Dual-level Modeling IJCAI 2025 Beyond Self-Interest: How Group Strategies Reshape Content Creation in Recommendation Platforms? ICML 2025 Beyond Single Labels: Improving Conversational Recommendation through LLM-Powered Data Augmentation ACL 2025 Beyond Static Testbeds: An Interaction-Centric Agent Simulation Platform for Dynamic Recommender Systems EMNLP 2025