{"total":52,"rows":[{"id":"2507.19849","title":"Agentic Reinforced Policy Optimization","created":"2025-07-26","cited_by_count":172,"area":"lr"},{"id":"2601.03192","title":"MemRL: Self-Evolving Agents via Runtime Reinforcement Learning on Episodic Memory","created":"2026-01-06","cited_by_count":129,"area":"lr"},{"id":"2505.11821","title":"Reinforcing Multi-Turn Reasoning in LLM Agents via Fine-Grained Reward Structure and Credit Assignment","created":"2025-05-17","cited_by_count":79,"area":"lr"},{"id":"2505.16410","title":"Tool-Star: Empowering LLM-Brained Multi-Tool Reasoner via Reinforcement Learning","created":"2025-05-22","cited_by_count":72,"area":"lr"},{"id":"2505.14246","title":"Visual Agentic Reinforcement Fine-Tuning","created":"2025-05-20","cited_by_count":55,"area":"lr"},{"id":"2601.12538","title":"A Survey of Agentic Reasoning for Large Language Models: Towards Recursively Self-Improving and Collective Agents","created":"2026-01-18","cited_by_count":50,"area":"lr"},{"id":"2505.17612","title":"Distilling LLM Agent into Small Models with Retrieval and Code Tools","created":"2025-05-23","cited_by_count":47,"area":"lr"},{"id":"2505.11277","title":"Search and Refine During Think: Facilitating Knowledge Refinement for Improved Retrieval-Augmented Reasoning","created":"2025-05-16","cited_by_count":35,"area":"lr"},{"id":"2510.11701","title":"Demystifying Reinforcement Learning in Agentic Reasoning","created":"2025-10-13","cited_by_count":33,"area":"lr"},{"id":"2512.24330","title":"SenseNova-MARS: Empowering Multimodal Agentic Reasoning and Search via Reinforcement Learning","created":"2025-12-30","cited_by_count":33,"area":"lr"},{"id":"2510.07181","title":"TIGeR: Tool-Integrated Geometric Reasoning in Vision-Language Models for Robotics","created":"2025-10-08","cited_by_count":27,"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":"2505.20013","title":"WebCoT: Enhancing Web Agent Reasoning by Reconstructing Chain-of-Thought in Reflection, Branching, and Rollback","created":"2025-05-26","cited_by_count":17,"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":"2602.00994","title":"Reasoning and Tool-use Compete in Agentic RL:From Quantifying Interference to Disentangled Tuning","created":"2026-02-01","cited_by_count":17,"area":"lr"},{"id":"2505.23381","title":"AutoGPS: Automated Geometry Problem Solving via Multimodal Formalization and Deductive Reasoning","created":"2025-05-29","cited_by_count":14,"area":"lr"},{"id":"2509.06733","title":"Reinforcement Learning Foundations for Deep Research Systems: A Survey","created":"2025-09-08","cited_by_count":14,"area":"lr"},{"id":"2507.20199","title":"StepFun-Prover Preview: Let's Think and Verify Step by Step","created":"2025-07-27","cited_by_count":13,"area":"lr"},{"id":"2510.24694","title":"Repurposing Synthetic Data for Fine-grained Search Agent Supervision","created":"2025-10-28","cited_by_count":11,"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":"2509.02401","title":"Towards Agents That Know When They Don't Know: Uncertainty as a Control Signal for Structured Reasoning","created":"2025-09-02","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":"2605.22511","title":"Search-E1: Self-Distillation Drives Self-Evolution in Search-Augmented Reasoning","created":"2026-05-21","cited_by_count":9,"area":"lr"},{"id":"2601.03822","title":"ROI-Reasoning: Rational Optimization for Inference via Pre-Computation Meta-Cognition","created":"2026-01-07","cited_by_count":8,"area":"lr"},{"id":"2603.03205","title":"Learning When to Act or Refuse: Guarding Agentic Reasoning Models for Safe Multi-Step Tool Use","created":"2026-03-03","cited_by_count":8,"area":"lr"},{"id":"2511.08151","title":"SciAgent: A Unified Multi-Agent System for Generalistic Scientific Reasoning","created":"2025-11-11","cited_by_count":7,"area":"lr"},{"id":"2602.09598","title":"Learning from the Irrecoverable: Error-Localized Policy Optimization for Tool-Integrated LLM Reasoning","created":"2026-02-10","cited_by_count":6,"area":"lr"},{"id":"2604.09455","title":"E3-TIR: Enhanced Experience Exploitation for Tool-Integrated Reasoning","created":"2026-04-10","cited_by_count":6,"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":"2602.01204","title":"ASTER: Agentic Scaling with Tool-integrated Extended Reasoning","created":"2026-02-01","cited_by_count":5,"area":"lr"},{"id":"2505.16401","title":"Divide-Fuse-Conquer: Eliciting \"Aha Moments\" in Multi-Scenario Games","created":"2025-05-22","cited_by_count":4,"area":"lr"},{"id":"2510.13312","title":"ChatR1: Reinforcement Learning for Conversational Reasoning and Retrieval Augmented Question Answering","created":"2025-10-15","cited_by_count":4,"area":"lr"},{"id":"2510.26020","title":"PORTool: Importance-Aware Policy Optimization with Rewarded Tree for Multi-Tool-Integrated Reasoning","created":"2025-10-29","cited_by_count":4,"area":"lr"},{"id":"2512.08980","title":"Training Multi-Image Vision Agents via End2End Reinforcement Learning","created":"2025-12-05","cited_by_count":4,"area":"lr"},{"id":"2604.21304","title":"PaperMind: Benchmarking Agentic Reasoning and Critique over Scientific Papers in Multimodal LLMs","created":"2026-04-23","cited_by_count":4,"area":"lr"},{"id":"2605.28774","title":"Agent Explorative Policy Optimization for Multimodal Agentic Reasoning","created":"2026-05-27","cited_by_count":4,"area":"lr"},{"id":"2604.05404","title":"Beyond Accuracy: Unveiling Inefficiency Patterns in Tool-Integrated Reasoning","created":"2026-04-07","cited_by_count":3,"area":"lr"},{"id":"2608.01667","title":"TCPO: Turn-Level Credit Policy Optimization","created":"2026-08-03","cited_by_count":3,"area":"lr"},{"id":"2508.12265","title":"Fast, Slow, and Tool-augmented Thinking for LLMs: A Review","created":"2025-08-17","cited_by_count":2,"area":"lr"},{"id":"2601.23032","title":"Guided by Trajectories: Repairing and Rewarding Tool-Use Trajectories for Tool-Integrated Reasoning","created":"2026-01-30","cited_by_count":2,"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":"2607.25816","title":"Speculate While You Reason: Teaching Agents to Predict Their Next Tool Call via Joint Agent-Speculator RL","created":"2026-07-28","cited_by_count":2,"area":"lr"},{"id":"2608.01678","title":"Progressive Agent Skill Generation via Reinforcement Learning","created":"2026-08-03","cited_by_count":2,"area":"lr"},{"id":"2510.07581","title":"Expanding the Action Space of LLMs to Reason Beyond Language","created":"2025-10-08","cited_by_count":1,"area":"lr"},{"id":"2601.14696","title":"AdaTIR: Adaptive Tool-Integrated Reasoning via Difficulty-Aware Policy Optimization","created":"2026-01-21","cited_by_count":1,"area":"lr"},{"id":"2604.18936","title":"Fine-Tuning Small Reasoning Models for Quantum Field Theory","created":"2026-04-21","cited_by_count":1,"area":"lr"},{"id":"2606.16733","title":"A First-Principles Derivation of LLM Policy Optimization: From Expected Reward to GRPO and Its Structural Extensions","created":"2026-06-15","cited_by_count":1,"area":"lr"},{"id":"2603.03005","title":"OrchMAS: Orchestrated Reasoning with Multi Collaborative Heterogeneous Scientific Expert Structured Agents","created":"2026-03-03","cited_by_count":0,"area":"lr"},{"id":"2604.02006","title":"ProCeedRL: Process Critic with Exploratory Demonstration Reinforcement Learning for LLM Agentic Reasoning","created":"2026-04-02","cited_by_count":0,"area":"lr"},{"id":"2605.14126","title":"Reinforcement Learning for Tool-Calling Agents in Fast Healthcare Interoperability Resources (FHIR)","created":"2026-05-13","cited_by_count":0,"area":"lr"},{"id":"2606.23678","title":"AIR: Adaptive Interleaved Reasoning with Code in MLLMs","created":"2026-06-22","cited_by_count":0,"area":"lr"},{"id":"2610.05119","title":"LexiHorizon: Stabilizing Reinforcement Learning for Long-Horizon Deep Search","created":"2026-10-04","cited_by_count":0,"area":"lr"}],"next_cursor":null}