{"total":13,"rows":[{"id":"2601.21558","title":"ASTRA: Automated Synthesis of agentic Trajectories and Reinforcement Arenas","created":"2026-01-29","cited_by_count":8,"area":"agents"},{"id":"2604.09813","title":"Controllable and Verifiable Tool-Use Data Synthesis for Agentic Reinforcement Learning","created":"2026-04-10","cited_by_count":6,"area":"agents"},{"id":"2602.07187","title":"PreFlect: From Retrospective to Prospective Reflection in Large Language Model Agents","created":"2026-02-06","cited_by_count":4,"area":"agents"},{"id":"2603.12011","title":"Can RL Improve Generalization of LLM Agents? An Empirical Study","created":"2026-03-12","cited_by_count":4,"area":"agents"},{"id":"2604.25135","title":"FAMA: Failure-Aware Meta-Agentic Framework for Open-Source LLMs in Interactive Tool Use Environments","created":"2026-04-28","cited_by_count":4,"area":"agents"},{"id":"2601.12762","title":"Teaching LLMs to Learn Tool Trialing and Execution through Environment Interaction","created":"2026-01-19","cited_by_count":3,"area":"agents"},{"id":"2602.10986","title":"TVCACHE: A Stateful Tool-Value Cache for Post-Training LLM Agents","created":"2026-02-11","cited_by_count":3,"area":"agents"},{"id":"2604.24919","title":"Agentic AI for Remote Sensing: Technical Challenges and Research Directions","created":"2026-04-27","cited_by_count":2,"area":"agents"},{"id":"2604.17739","title":"Democratizing Tool Learning with Environments Fully Simulated by a Free 8B Language Model","created":"2026-04-20","cited_by_count":1,"area":"agents"},{"id":"2606.03892","title":"Synthesize and Reward -- Reinforcement Learning for Multi-Step Tool Use in Live Environments","created":"2026-06-02","cited_by_count":1,"area":"agents"},{"id":"2609.05576","title":"EnvCraft: Synthesizing Executable Environments in Agentic RL for Claw-like Agent","created":"2026-09-04","cited_by_count":1,"area":"agents"},{"id":"2605.16790","title":"TIER: Trajectory-Invariant Execution Rewards for Multi-Step Tool Composition","created":"2026-05-16","cited_by_count":0,"area":"agents"},{"id":"2609.20082","title":"MATCH: Model-Aware Tool Learning with Curriculum Scheduling and Hierarchically Gated Rewards","created":"2026-09-17","cited_by_count":0,"area":"agents"}],"next_cursor":null}