SkillClaw: Let Skills Evolve Collectively with Agentic Evolver Paper • 2604.08377 • Published 13 days ago • 282
FIPO: Eliciting Deep Reasoning with Future-KL Influenced Policy Optimization Paper • 2603.19835 • Published Mar 20 • 338
Turing Test on Screen: A Benchmark for Mobile GUI Agent Humanization Paper • 2604.09574 • Published Feb 24 • 30
MuSEAgent: A Multimodal Reasoning Agent with Stateful Experiences Paper • 2603.27813 • Published 23 days ago • 23
Does Your Reasoning Model Implicitly Know When to Stop Thinking? Paper • 2602.08354 • Published Feb 9 • 264
Weak-Driven Learning: How Weak Agents make Strong Agents Stronger Paper • 2602.08222 • Published Feb 9 • 290
GDPO: Group reward-Decoupled Normalization Policy Optimization for Multi-reward RL Optimization Paper • 2601.05242 • Published Jan 8 • 230
MMR1: Enhancing Multimodal Reasoning with Variance-Aware Sampling and Open Resources Paper • 2509.21268 • Published Sep 25, 2025 • 104
CodeApex: A Bilingual Programming Evaluation Benchmark for Large Language Models Paper • 2309.01940 • Published Sep 5, 2023 • 2
LoopTool: Closing the Data-Training Loop for Robust LLM Tool Calls Paper • 2511.09148 • Published Nov 12, 2025 • 18
VerlTool: Towards Holistic Agentic Reinforcement Learning with Tool Use Paper • 2509.01055 • Published Sep 1, 2025 • 81
Video-Thinker: Sparking "Thinking with Videos" via Reinforcement Learning Paper • 2510.23473 • Published Oct 27, 2025 • 86
QeRL: Beyond Efficiency -- Quantization-enhanced Reinforcement Learning for LLMs Paper • 2510.11696 • Published Oct 13, 2025 • 182
Part I: Tricks or Traps? A Deep Dive into RL for LLM Reasoning Paper • 2508.08221 • Published Aug 11, 2025 • 50