The Landscape of Agentic Reinforcement Learning for LLMs: A Survey Paper • 2509.02547 • Published Sep 2 • 227
Part I: Tricks or Traps? A Deep Dive into RL for LLM Reasoning Paper • 2508.08221 • Published Aug 11 • 49
Is Chain-of-Thought Reasoning of LLMs a Mirage? A Data Distribution Lens Paper • 2508.01191 • Published Aug 2 • 238
Beyond the Trade-off: Self-Supervised Reinforcement Learning for Reasoning Models' Instruction Following Paper • 2508.02150 • Published Aug 4 • 36