Information Gain-based Policy Optimization: A Simple and Effective Approach for Multi-Turn LLM Agents Paper • 2510.14967 • Published Oct 16 • 33
Pruning the Unsurprising: Efficient Code Reasoning via First-Token Surprisal Paper • 2508.05988 • Published Aug 8 • 19
