{"total":19,"rows":[{"id":"2508.16629","title":"Learn to Memorize: Optimizing LLM-based Agents with Adaptive Memory Framework","created":"2025-08-15","cited_by_count":25,"area":"agents"},{"id":"2508.15305","title":"Coarse-to-Fine Grounded Memory for LLM Agent Planning","created":"2025-08-21","cited_by_count":18,"area":"agents"},{"id":"2601.08816","title":"MemRec: Collaborative Memory-Augmented Agentic Recommender System","created":"2026-01-13","cited_by_count":15,"area":"agents"},{"id":"2507.02097","title":"The Future is Agentic: Definitions, Perspectives, and Open Challenges of Multi-Agent Recommender Systems","created":"2025-07-02","cited_by_count":14,"area":"agents"},{"id":"2602.22680","title":"Toward Personalized LLM-Powered Agents: Foundations, Evaluation, and Future Directions","created":"2026-02-26","cited_by_count":14,"area":"agents"},{"id":"2508.15030","title":"Collab-REC: An LLM-based Agentic Framework for Balancing Recommendations in Tourism","created":"2025-08-20","cited_by_count":7,"area":"agents"},{"id":"2607.04433","title":"Autonomous Information Seeking: A Roadmap for Agentic Recommender Systems","created":"2026-07-05","cited_by_count":4,"area":"agents"},{"id":"2601.16872","title":"From Atom to Community: Structured and Evolving Agent Memory for User Behavior Modeling","created":"2026-01-23","cited_by_count":3,"area":"agents"},{"id":"2604.14972","title":"SAGER: Self-Evolving User Policy Skills for Recommendation Agent","created":"2026-04-16","cited_by_count":3,"area":"agents"},{"id":"2507.18993","title":"Agent0: Leveraging LLM Agents to Discover Multi-value Features from Text for Enhanced Recommendations","created":"2025-07-25","cited_by_count":2,"area":"agents"},{"id":"2606.00497","title":"\"I Strongly Suspect This Website Is a Scam\": Benchmarking PII Leakage and Detection without Defense in Autonomous Web Agents","created":"2026-05-30","cited_by_count":2,"area":"agents"},{"id":"2601.15120","title":"Emerging from Ground: Addressing Intent Deviation in Tool-Using Agents via Deriving Real Calls into Virtual Trajectories","created":"2026-01-21","cited_by_count":0,"area":"agents"},{"id":"2606.05621","title":"ANCHOR: Agentic Noise Creation Framework for Human Simulation and Denoising Recommendation","created":"2026-06-04","cited_by_count":0,"area":"agents"},{"id":"2606.31693","title":"ShopX: A Foundation Model for Intent-to-Item Fulfillment in Agentic Shopping","created":"2026-06-30","cited_by_count":0,"area":"agents"},{"id":"2607.03162","title":"APeB: Benchmarking Personalization Ability of Large Language Model Agents","created":"2026-07-03","cited_by_count":0,"area":"agents"},{"id":"2607.09988","title":"An LLM-powered Agentic Recommendation System for Connected TV Content Discovery","created":"2026-07-10","cited_by_count":0,"area":"agents"},{"id":"2607.25369","title":"ODYSSE: Episode-wise Policy Optimization for Personalized Agentic Reasoning","created":"2026-07-28","cited_by_count":0,"area":"agents"},{"id":"2608.26895","title":"When Memory Takes Gradients: Collaborative Vector Memory for Agentic Recommender Systems","created":"2026-08-27","cited_by_count":0,"area":"agents"},{"id":"2609.04882","title":"AtomRec: Evolving Atomic Memory for Agentic Recommendation","created":"2026-09-04","cited_by_count":0,"area":"agents"}],"next_cursor":null}