{"total":35,"rows":[{"id":"2507.19849","title":"Agentic Reinforced Policy Optimization","created":"2025-07-26","cited_by_count":172,"area":"lr"},{"id":"2509.02479","title":"SimpleTIR: End-to-End Reinforcement Learning for Multi-Turn Tool-Integrated Reasoning","created":"2025-09-02","cited_by_count":146,"area":"lr"},{"id":"2509.01055","title":"VerlTool: Towards Holistic Agentic Reinforcement Learning with Tool Use","created":"2025-09-01","cited_by_count":96,"area":"lr"},{"id":"2508.13167","title":"Chain-of-Agents: End-to-End Agent Foundation Models via Multi-Agent Distillation and Agentic RL","created":"2025-08-06","cited_by_count":80,"area":"lr"},{"id":"2510.05592","title":"In-the-Flow Agentic System Optimization for Effective Planning and Tool Use","created":"2025-10-07","cited_by_count":72,"area":"lr"},{"id":"2510.08191","title":"Training-Free Group Relative Policy Optimization","created":"2025-10-09","cited_by_count":55,"area":"lr"},{"id":"2508.20722","title":"rStar2-Agent: Agentic Reasoning Technical Report","created":"2025-08-28","cited_by_count":54,"area":"lr"},{"id":"2507.21836","title":"AutoTIR: Autonomous Tools Integrated Reasoning via Reinforcement Learning","created":"2025-07-29","cited_by_count":33,"area":"lr"},{"id":"2510.11701","title":"Demystifying Reinforcement Learning in Agentic Reasoning","created":"2025-10-13","cited_by_count":33,"area":"lr"},{"id":"2509.25300","title":"Scaling Behaviors of LLM Reinforcement Learning Post-Training: An Empirical Study in Mathematical Reasoning","created":"2025-09-29","cited_by_count":29,"area":"lr"},{"id":"2509.06980","title":"RLFactory: A Plug-and-Play Reinforcement Learning Post-Training Framework for LLM Multi-Turn Tool-Use","created":"2025-08-31","cited_by_count":20,"area":"lr"},{"id":"2512.20745","title":"AgentMath: Empowering Mathematical Reasoning for Large Language Models via Tool-Augmented Agent","created":"2025-12-23","cited_by_count":17,"area":"lr"},{"id":"2506.09820","title":"CoRT: Code-integrated Reasoning within Thinking","created":"2025-06-11","cited_by_count":15,"area":"lr"},{"id":"2512.05112","title":"DraCo: Draft as CoT for Text-to-Image Preview and Rare Concept Generation","created":"2025-12-04","cited_by_count":13,"area":"lr"},{"id":"2512.13278","title":"AutoTool: Dynamic Tool Selection and Integration for Agentic Reasoning","created":"2025-12-15","cited_by_count":11,"area":"lr"},{"id":"2512.20092","title":"Memory-T1: Reinforcement Learning for Temporal Reasoning in Multi-session Agents","created":"2025-12-23","cited_by_count":11,"area":"lr"},{"id":"2510.25510","title":"MTIR-SQL: Multi-turn Tool-Integrated Reasoning Reinforcement Learning for Text-to-SQL","created":"2025-10-29","cited_by_count":10,"area":"lr"},{"id":"2509.13761","title":"THOR: Tool-Integrated Hierarchical Optimization via RL for Mathematical Reasoning","created":"2025-09-17","cited_by_count":9,"area":"lr"},{"id":"2601.03823","title":"Step Potential Advantage Estimation: Harnessing Intermediate Confidence and Correctness for Efficient Mathematical Reasoning","created":"2026-01-07","cited_by_count":9,"area":"lr"},{"id":"2510.11184","title":"Reinforcement Learning for Tool-Integrated Interleaved Thinking towards Cross-Domain Generalization","created":"2025-10-13","cited_by_count":7,"area":"lr"},{"id":"2510.12838","title":"A$^2$FM: An Adaptive Agent Foundation Model for Tool-Aware Hybrid Reasoning","created":"2025-10-13","cited_by_count":6,"area":"lr"},{"id":"2603.08652","title":"CoCo: Code as CoT for Text-to-Image Preview and Rare Concept Generation","created":"2026-03-09","cited_by_count":6,"area":"lr"},{"id":"2510.20342","title":"Teaching Language Models to Reason with Tools","created":"2025-10-23","cited_by_count":5,"area":"lr"},{"id":"2601.18296","title":"Temp-R1: A Unified Autonomous Agent for Complex Temporal KGQA via Reverse Curriculum Reinforcement Learning","created":"2026-01-26","cited_by_count":5,"area":"lr"},{"id":"2604.06777","title":"Walk the Talk: Bridging the Reasoning-Action Gap for Thinking with Images via Multimodal Agentic Policy Optimization","created":"2026-04-08","cited_by_count":5,"area":"lr"},{"id":"2512.10739","title":"Intern-S1-MO: Long-horizon Reasoning Agent for Olympiad?Level Mathematical Problem Solving","created":"2025-12-11","cited_by_count":4,"area":"lr"},{"id":"2606.19236","title":"STARE: Surprisal-Guided Token-Level Advantage Reweighting for Policy Entropy Stability","created":"2026-06-17","cited_by_count":3,"area":"lr"},{"id":"2606.24233","title":"Latent Visual States for Efficient Multimodal Reasoning","created":"2026-06-23","cited_by_count":3,"area":"lr"},{"id":"2605.09931","title":"PruneTIR: Inference-Time Tool Call Pruning for Effective yet Efficient Tool-Integrated Reasoning","created":"2026-05-11","cited_by_count":2,"area":"lr"},{"id":"2602.02405","title":"Making Expert Reasoning Learnable with Self-Distillation","created":"2026-02-02","cited_by_count":1,"area":"lr"},{"id":"2604.27859","title":"Rethinking Agentic Reinforcement Learning In Large Language Models","created":"2026-04-30","cited_by_count":1,"area":"lr"},{"id":"2605.29568","title":"DeepTool: Scaling Interleaved Deliberation in Tool-Integrated Reasoning via Process-Supervised Reinforcement Learning","created":"2026-05-28","cited_by_count":0,"area":"lr"},{"id":"2606.13316","title":"ReSum: Synergizing LLM Reasoning and Summarization with Reinforcement Learning","created":"2026-06-11","cited_by_count":0,"area":"lr"},{"id":"2609.16268","title":"Spurious Tool Use: When RL Agents Learn the Wrong Reason to Act","created":"2026-09-14","cited_by_count":0,"area":"lr"},{"id":"2609.33323","title":"Agentic Multi-Turn Reasoning: A Fairness Approach","created":"2026-09-27","cited_by_count":0,"area":"lr"}],"next_cursor":null}