TruthRL: Incentivizing Truthful LLMs via Reinforcement Learning Paper • 2509.25760 • Published Sep 30 • 55
EPO: Entropy-regularized Policy Optimization for LLM Agents Reinforcement Learning Paper • 2509.22576 • Published Sep 26 • 134
Towards Agentic RAG with Deep Reasoning: A Survey of RAG-Reasoning Systems in LLMs Paper • 2507.09477 • Published Jul 13 • 86
WebAgent-R1: Training Web Agents via End-to-End Multi-Turn Reinforcement Learning Paper • 2505.16421 • Published May 22 • 19
Large Language Model Agent: A Survey on Methodology, Applications and Challenges Paper • 2503.21460 • Published Mar 27 • 83
