Learn the Ropes, Then Trust the Wins: Self-imitation with Progressive Exploration for Agentic Reinforcement Learning Paper • 2509.22601 • Published Sep 26 • 29
Knapsack RL: Unlocking Exploration of LLMs via Optimizing Budget Allocation Paper • 2509.25849 • Published Sep 30 • 47
Reinforce-Ada: An Adaptive Sampling Framework for Reinforce-Style LLM Training Paper • 2510.04996 • Published Oct 6 • 15
Training-Free Group Relative Policy Optimization Paper • 2510.08191 • Published about 1 month ago • 44