{"total":63,"rows":[{"id":"2305.19860","title":"A Survey on Large Language Models for Recommendation","created":"2023-05-31","cited_by_count":379,"area":null},{"id":"2307.02046","title":"Recommender Systems in the Era of Large Language Models (LLMs)","created":"2023-07-05","cited_by_count":189,"area":null},{"id":"2501.00309","title":"Retrieval-Augmented Generation with Graphs (GraphRAG)","created":"2024-12-31","cited_by_count":172,"area":"rag"},{"id":"2306.05817","title":"How Can Recommender Systems Benefit from Large Language Models: A Survey","created":"2023-06-09","cited_by_count":142,"area":null},{"id":"2308.10053","title":"Large Language Models as Zero-Shot Conversational Recommenders","created":"2023-08-19","cited_by_count":127,"area":null},{"id":"2307.16376","title":"When Large Language Models Meet Personalization: Perspectives of Challenges and Opportunities","created":"2023-07-31","cited_by_count":90,"area":null},{"id":"2308.11131","title":"ReLLa: Retrieval-enhanced Large Language Models for Lifelong Sequential Behavior Comprehension in Recommendation","created":"2023-08-22","cited_by_count":77,"area":null},{"id":"2309.01157","title":"Large Language Models for Generative Recommendation: A Survey and Visionary Discussions","created":"2023-09-03","cited_by_count":73,"area":null},{"id":"2307.14225","title":"Large Language Models are Competitive Near Cold-start Recommenders for Language- and Item-based Preferences","created":"2023-07-26","cited_by_count":66,"area":null},{"id":"2402.17262","title":"Speak Out of Turn: Safety Vulnerability of Large Language Models in Multi-turn Dialogue","created":"2024-02-27","cited_by_count":66,"area":"safety"},{"id":"2409.12740","title":"HLLM: Enhancing Sequential Recommendations via Hierarchical Large Language Models for Item and User Modeling","created":"2024-09-19","cited_by_count":63,"area":null},{"id":"2404.00579","title":"A Review of Modern Recommender Systems Using Generative Models (Gen-RecSys)","created":"2024-03-31","cited_by_count":58,"area":null},{"id":"2402.13211","title":"Can Large Language Models be Good Emotional Supporter? Mitigating Preference Bias on Emotional Support Conversation","created":"2024-02-20","cited_by_count":55,"area":null},{"id":"2405.14125","title":"ALI-Agent: Assessing LLMs' Alignment with Human Values via Agent-based Evaluation","created":"2024-05-23","cited_by_count":47,"area":"agents"},{"id":"2311.06318","title":"Knowledge-Augmented Large Language Models for Personalized Contextual Query Suggestion","created":"2023-11-10","cited_by_count":43,"area":null},{"id":"2402.01135","title":"A Multi-Agent Conversational Recommender System","created":"2024-02-02","cited_by_count":43,"area":"agents"},{"id":"2404.04442","title":"Exploring Autonomous Agents through the Lens of Large Language Models: A Review","created":"2024-04-05","cited_by_count":31,"area":"agents"},{"id":"2308.09904","title":"RAH! RecSys-Assistant-Human: A Human-Centered Recommendation Framework with LLM Agents","created":"2023-08-19","cited_by_count":30,"area":"agents"},{"id":"2408.00802","title":"Leveraging LLM Reasoning Enhances Personalized Recommender Systems","created":"2024-07-22","cited_by_count":28,"area":"lr"},{"id":"2403.16416","title":"How Reliable is Your Simulator? Analysis on the Limitations of Current LLM-based User Simulators for Conversational Recommendation","created":"2024-03-25","cited_by_count":27,"area":null},{"id":"2410.19744","title":"Towards Next-Generation LLM-based Recommender Systems: A Survey and Beyond","created":"2024-10-10","cited_by_count":26,"area":"lr"},{"id":"2503.16734","title":"Towards Agentic Recommender Systems in the Era of Multimodal Large Language Models","created":"2025-03-20","cited_by_count":26,"area":"mllm"},{"id":"2402.09617","title":"LLM-Enhanced User-Item Interactions: Leveraging Edge Information for Optimized Recommendations","created":"2024-02-14","cited_by_count":24,"area":null},{"id":"2502.14662","title":"iAgent: LLM Agent as a Shield between User and Recommender Systems","created":"2025-02-20","cited_by_count":23,"area":"agents"},{"id":"2505.19623","title":"AgentRecBench: Benchmarking LLM Agent-based Personalized Recommender Systems","created":"2025-05-26","cited_by_count":23,"area":"lr"},{"id":"2310.01331","title":"ChoiceMates: Supporting Unfamiliar Online Decision-Making with Multi-Agent Conversational Interactions","created":"2023-10-02","cited_by_count":22,"area":"agents"},{"id":"2410.15576","title":"A Survey of Conversational Search","created":"2024-10-21","cited_by_count":22,"area":null},{"id":"2310.06282","title":"MuseChat: A Conversational Music Recommendation System for Videos","created":"2023-10-10","cited_by_count":21,"area":null},{"id":"2312.11518","title":"User Modeling in the Era of Large Language Models: Current Research and Future Directions","created":"2023-12-11","cited_by_count":18,"area":null},{"id":"2405.00981","title":"Bayesian Optimization with LLM-Based Acquisition Functions for Natural Language Preference Elicitation","created":"2024-05-02","cited_by_count":17,"area":null},{"id":"2310.14626","title":"Conversational Recommender System and Large Language Model Are Made for Each Other in E-commerce Pre-sales Dialogue","created":"2023-10-23","cited_by_count":15,"area":null},{"id":"2306.12680","title":"Recent Developments in Recommender Systems: A Survey","created":"2023-06-22","cited_by_count":14,"area":null},{"id":"2402.18590","title":"Exploring the Impact of Large Language Models on Recommender Systems: An Extensive Review","created":"2024-02-11","cited_by_count":12,"area":"lr"},{"id":"2404.11773","title":"Behavior Alignment: A New Perspective of Evaluating LLM-based Conversational Recommender Systems","created":"2024-04-17","cited_by_count":11,"area":"alignment"},{"id":"2410.01598","title":"Elaborative Subtopic Query Reformulation for Broad and Indirect Queries in Travel Destination Recommendation","created":"2024-10-02","cited_by_count":11,"area":null},{"id":"2405.12119","title":"Reindex-Then-Adapt: Improving Large Language Models for Conversational Recommendation","created":"2024-05-20","cited_by_count":10,"area":null},{"id":"2504.02181","title":"A Survey of Scaling in Large Language Model Reasoning","created":"2025-04-02","cited_by_count":10,"area":"lr"},{"id":"2411.08243","title":"Beyond the Safety Bundle: Auditing the Helpful and Harmless Dataset","created":"2024-11-12","cited_by_count":8,"area":null},{"id":"2309.06375","title":"Modeling Recommender Ecosystems: Research Challenges at the Intersection of Mechanism Design, Reinforcement Learning and Generative Models","created":"2023-09-08","cited_by_count":7,"area":null},{"id":"2401.04057","title":"Unveiling Bias in Fairness Evaluations of Large Language Models: A Critical Literature Review of Music and Movie Recommendation Systems","created":"2024-01-08","cited_by_count":7,"area":null},{"id":"2412.18176","title":"Molar: Multimodal LLMs with Collaborative Filtering Alignment for Enhanced Sequential Recommendation","created":"2024-12-24","cited_by_count":7,"area":"mllm"},{"id":"2504.08754","title":"Towards Personalized Conversational Sales Agents: Contextual User Profiling for Strategic Action","created":"2025-03-28","cited_by_count":6,"area":"agents"},{"id":"2404.06750","title":"Frontier AI Ethics: Anticipating and Evaluating the Societal Impacts of Language Model Agents","created":"2024-04-10","cited_by_count":5,"area":"agents"},{"id":"2406.13235","title":"Enhancing Collaborative Semantics of Language Model-Driven Recommendations via Graph-Aware Learning","created":"2024-06-19","cited_by_count":5,"area":null},{"id":"2407.12468","title":"Evaluating Search Engines and Large Language Models for Answering Health Questions","created":"2024-07-17","cited_by_count":5,"area":"rag"},{"id":"2310.06176","title":"Factual and Personalized Recommendations using Language Models and Reinforcement Learning","created":"2023-10-09","cited_by_count":4,"area":null},{"id":"2311.07619","title":"Modeling User Viewing Flow Using Large Language Models for Article Recommendation","created":"2023-11-12","cited_by_count":4,"area":null},{"id":"2411.14459","title":"Reasoning over User Preferences: Knowledge Graph-Augmented LLMs for Explainable Conversational Recommendations","created":"2024-11-16","cited_by_count":4,"area":"lr"},{"id":"2510.12742","title":"CTRL-Rec: Controlling Recommender Systems With Natural Language","created":"2025-10-14","cited_by_count":4,"area":null},{"id":"2407.00997","title":"Engineering Conversational Search Systems: A Review of Applications, Architectures, and Functional Components","created":"2024-07-01","cited_by_count":3,"area":null},{"id":"2412.06229","title":"LLMs as Debate Partners: Utilizing Genetic Algorithms and Adversarial Search for Adaptive Arguments","created":"2024-12-09","cited_by_count":3,"area":null},{"id":"2505.13528","title":"LLM-Based User Simulation for Low-Knowledge Shilling Attacks on Recommender Systems","created":"2025-05-18","cited_by_count":3,"area":null},{"id":"2604.07851","title":"ReRec: Reasoning-Augmented LLM-based Recommendation Assistant via Reinforcement Fine-tuning","created":"2026-04-09","cited_by_count":3,"area":"lr"},{"id":"2602.05945","title":"AgenticTagger: Structured Item Representation for Recommendation with LLM Agents","created":"2026-02-05","cited_by_count":2,"area":"agents"},{"id":"2603.17533","title":"A Unified Language Model for Large Scale Search, Recommendation, and Reasoning","created":"2026-03-18","cited_by_count":2,"area":"lr"},{"id":"2402.15591","title":"RecWizard: A Toolkit for Conversational Recommendation with Modular, Portable Models and Interactive User Interface","created":"2024-02-23","cited_by_count":1,"area":null},{"id":"2410.12123","title":"Large Language Models, and LLM-Based Agents, Should Be Used to Enhance the Digital Public Sphere","created":"2024-10-15","cited_by_count":1,"area":"agents"},{"id":"2504.08786","title":"AdaptRec: A Self-Adaptive Framework for Sequential Recommendations with Large Language Models","created":"2025-04-06","cited_by_count":1,"area":null},{"id":"2403.00861","title":"Pivoting Retail Supply Chain with Deep Generative Techniques: Taxonomy, Survey and Insights","created":"2024-02-29","cited_by_count":0,"area":null},{"id":"2408.10946","title":"Large Language Model Driven Recommendation","created":"2024-08-20","cited_by_count":0,"area":null},{"id":"2410.00427","title":"Conversational Exploratory Search of Scholarly Publications Using Knowledge Graphs","created":"2024-10-01","cited_by_count":0,"area":null},{"id":"2601.20316","title":"Less is More: Benchmarking LLM Based Recommendation Agents","created":"2026-01-28","cited_by_count":0,"area":"agents"},{"id":"2608.23484","title":"Multi-Modal Semantic Expansion with Constrained LLM Reranking for Conversational Music Recommendation","created":"2026-08-24","cited_by_count":0,"area":null}],"next_cursor":null}