{"total":51,"rows":[{"id":"2505.20732","title":"SPA-RL: Reinforcing LLM Agents via Stepwise Progress Attribution","created":"2025-05-27","cited_by_count":73,"area":"agents"},{"id":"2604.06132","title":"Claw-Eval: Towards Trustworthy Evaluation of Autonomous Agents","created":"2026-04-07","cited_by_count":64,"area":"agents"},{"id":"2410.07706","title":"AgentBank: Towards Generalized LLM Agents via Fine-Tuning on 50000+ Interaction Trajectories","created":"2024-10-10","cited_by_count":56,"area":"agents"},{"id":"2501.01702","title":"AgentRefine: Enhancing Agent Generalization through Refinement Tuning","created":"2025-01-03","cited_by_count":53,"area":"agents"},{"id":"2503.12434","title":"A Survey on the Optimization of Large Language Model-based Agents","created":"2025-03-16","cited_by_count":46,"area":"agents"},{"id":"2410.08115","title":"Optima: Optimizing Effectiveness and Efficiency for LLM-Based Multi-Agent System","created":"2024-10-10","cited_by_count":43,"area":"agents"},{"id":"2503.02682","title":"MPO: Boosting LLM Agents with Meta Plan Optimization","created":"2025-03-04","cited_by_count":36,"area":"agents"},{"id":"2503.02197","title":"ATLaS: Agent Tuning via Learning Critical Steps","created":"2025-03-04","cited_by_count":31,"area":"agents"},{"id":"2502.18407","title":"AgentRM: Enhancing Agent Generalization with Reward Modeling","created":"2025-02-25","cited_by_count":27,"area":"agents"},{"id":"2505.20660","title":"BacktrackAgent: Enhancing GUI Agent with Error Detection and Backtracking Mechanism","created":"2025-05-27","cited_by_count":25,"area":"agents"},{"id":"2411.00053","title":"ACC-Collab: An Actor-Critic Approach to Multi-Agent LLM Collaboration","created":"2024-10-30","cited_by_count":24,"area":"agents"},{"id":"2602.02488","title":"RLAnything: Forge Environment, Policy, and Reward Model in Completely Dynamic RL System","created":"2026-02-02","cited_by_count":24,"area":"agents"},{"id":"2512.18950","title":"Learning Hierarchical Procedural Memory for LLM Agents through Bayesian Selection and Contrastive Refinement","created":"2025-12-22","cited_by_count":20,"area":"agents"},{"id":"2602.23008","title":"Exploratory Memory-Augmented LLM Agent via Hybrid On- and Off-Policy Optimization","created":"2026-02-26","cited_by_count":19,"area":"agents"},{"id":"2508.16260","title":"MCPVerse: An Expansive, Real-World Benchmark for Agentic Tool Use","created":"2025-08-22","cited_by_count":16,"area":"agents"},{"id":"2507.07441","title":"SAND: Boosting LLM Agents with Self-Taught Action Deliberation","created":"2025-07-10","cited_by_count":14,"area":"agents"},{"id":"2602.03412","title":"Verified Critical Step Optimization for LLM Agents","created":"2026-02-03","cited_by_count":14,"area":"agents"},{"id":"2604.28139","title":"Claw-Eval-Live: A Live Agent Benchmark for Evolving Real-World Workflows","created":"2026-04-30","cited_by_count":13,"area":"agents"},{"id":"2411.13768","title":"Evaluation-Driven Development and Operations of LLM Agents: A Process Model and Reference Architecture","created":"2024-11-21","cited_by_count":11,"area":"agents"},{"id":"2501.14225","title":"Multi-agent KTO: Reinforcing Strategic Interactions of Large Language Model in Language Game","created":"2025-01-24","cited_by_count":10,"area":"agents"},{"id":"2509.16330","title":"Generalizability of Large Language Model-Based Agents: A Comprehensive Survey","created":"2025-09-19","cited_by_count":10,"area":"agents"},{"id":"2509.25598","title":"Hybrid Reward Normalization for Process-supervised Non-verifiable Agentic Tasks","created":"2025-09-29","cited_by_count":10,"area":"agents"},{"id":"2504.13145","title":"Exploring Expert Failures Improves LLM Agent Tuning","created":"2025-04-17","cited_by_count":9,"area":"agents"},{"id":"2504.16939","title":"A Desideratum for Conversational Agents: Capabilities, Challenges, and Future Directions","created":"2025-04-07","cited_by_count":9,"area":"agents"},{"id":"2506.00539","title":"ARIA: Training Language Agents with Intention-Driven Reward Aggregation","created":"2025-05-31","cited_by_count":9,"area":"agents"},{"id":"2607.22724","title":"Progress-conditioned Group Policy Optimization for Long-Horizon Agentic Tasks","created":"2026-07-22","cited_by_count":9,"area":"agents"},{"id":"2511.22254","title":"Co-Evolving Agents: Learning from Failures as Hard Negatives","created":"2025-11-27","cited_by_count":8,"area":"agents"},{"id":"2602.09138","title":"PABU: Progress-Aware Belief Update for Efficient LLM Agents","created":"2026-02-09","cited_by_count":7,"area":"agents"},{"id":"2606.14302","title":"Retrospective Progress-Aware Self-Refinement for LLM Agent Training","created":"2026-06-12","cited_by_count":6,"area":"agents"},{"id":"2607.04235","title":"Spinning Straw into Gold: Relabeling LLM Agent Trajectories in Hindsight for Successful Demonstrations","created":"2026-07-05","cited_by_count":5,"area":"agents"},{"id":"2510.03253","title":"Solving the Granularity Mismatch: Hierarchical Preference Learning for Long-Horizon LLM Agents","created":"2025-09-26","cited_by_count":4,"area":"agents"},{"id":"2606.21262","title":"ARCO: Adaptive Rubrics with Co-Evolution for Multi-Step LLM-Based Agents","created":"2026-06-19","cited_by_count":4,"area":"agents"},{"id":"2604.19775","title":"From Actions to Understanding: Conformal Interpretability of Temporal Concepts in LLM Agents","created":"2026-03-27","cited_by_count":3,"area":"agents"},{"id":"2605.20061","title":"Rewarding Beliefs, Not Actions: Consistency-Guided Credit Assignment for Long-Horizon Agents","created":"2026-05-19","cited_by_count":3,"area":"agents"},{"id":"2503.22473","title":"WorkTeam: Constructing Workflows from Natural Language with Multi-Agents","created":"2025-03-28","cited_by_count":2,"area":"agents"},{"id":"2604.05808","title":"Hierarchical Reinforcement Learning with Augmented Step-Level Transitions for LLM Agents","created":"2026-04-07","cited_by_count":2,"area":"agents"},{"id":"2608.21027","title":"Don't Solve, Just Compare: Tiny Advisors for Runtime Intervention in LLM Agents","created":"2026-08-21","cited_by_count":2,"area":"agents"},{"id":"2608.26195","title":"Cost-Utility Alignment in LLM Agent Trajectories:Profiling,Attribution,Diagnosis,Adaptation,and Evaluation","created":"2026-08-25","cited_by_count":2,"area":"agents"},{"id":"2510.02369","title":"AutoContext: Instance-Level Context Learning for LLM Agents","created":"2025-09-29","cited_by_count":1,"area":"agents"},{"id":"2510.16761","title":"Enhancing Language Agent Strategic Reasoning through Self-Play in Adversarial Games","created":"2025-10-19","cited_by_count":1,"area":"agents"},{"id":"2604.23194","title":"From Coarse to Fine: Self-Adaptive Hierarchical Planning for LLM Agents","created":"2026-04-25","cited_by_count":1,"area":"agents"},{"id":"2605.17352","title":"AMATA: Adaptive Multi-Agent Trajectory Alignment for Knowledge-Intensive Question Answering","created":"2026-05-17","cited_by_count":1,"area":"agents"},{"id":"2608.11967","title":"LoongReflect: Boosting Long-Horizon Reflection in Search Agents via Global Perspective Distillation","created":"2026-08-12","cited_by_count":1,"area":"agents"},{"id":"2608.14339","title":"Clearing the Fog: Towards Installing and Refining Proactive Exploration Capabilities in LLM Agents","created":"2026-08-14","cited_by_count":1,"area":"agents"},{"id":"2608.23318","title":"Agent-G$^2$: Gaussian Guidance for Agentic Reinforcement Learning","created":"2026-08-24","cited_by_count":1,"area":"agents"},{"id":"2607.27443","title":"Leveraging Trajectory Graphs for Pre-Execution Error Diagnosis in Agentic LLM Systems","created":"2026-07-29","cited_by_count":0,"area":"agents"},{"id":"2609.05513","title":"When and What to Teach: Budget-Aware Online Adaptation for Web Agents","created":"2026-08-31","cited_by_count":0,"area":"agents"},{"id":"2609.10052","title":"Direct Diversity Optimization for Diverse Successful Trajectories in Preference Post-Training","created":"2026-09-09","cited_by_count":0,"area":"agents"},{"id":"2609.16760","title":"Turn-level Multiscale Density Ratio Estimation for LLM Agents","created":"2026-09-15","cited_by_count":0,"area":"agents"},{"id":"2610.02330","title":"Choosing Before Acting: Comparative Value Estimation for Long-Horizon Tool-Use Agents","created":"2026-10-01","cited_by_count":0,"area":"agents"},{"id":"2610.19376","title":"DeLoop: Repeated Actions as Self-Supervision for Long-Horizon Agents","created":"2026-10-14","cited_by_count":0,"area":"agents"}],"next_cursor":null}