PVPO: Pre-Estimated Value-Based Policy Optimization for Agentic Reasoning Paper • 2508.21104 • Published Aug 28, 2025 • 37
SimpleTIR: End-to-End Reinforcement Learning for Multi-Turn Tool-Integrated Reasoning Paper • 2509.02479 • Published Sep 2, 2025 • 84
A Survey of Reinforcement Learning for Large Reasoning Models Paper • 2509.08827 • Published Sep 10, 2025 • 190
AgentGym-RL: Training LLM Agents for Long-Horizon Decision Making through Multi-Turn Reinforcement Learning Paper • 2509.08755 • Published Sep 10, 2025 • 57