Quantile Advantage Estimation for Entropy-Safe Reasoning Paper • 2509.22611 • Published Sep 26, 2025 • 120
On the Direction of RLVR Updates for LLM Reasoning: Identification and Exploitation Paper • 2603.22117 • Published 9 days ago • 28
Sparse but Critical: A Token-Level Analysis of Distributional Shifts in RLVR Fine-Tuning of LLMs Paper • 2603.22446 • Published 9 days ago • 7
FIPO: Eliciting Deep Reasoning with Future-KL Influenced Policy Optimization Paper • 2603.19835 • Published 12 days ago • 286