Kernelized Advantage Estimation: From Nonparametric Statistics to LLM Reasoning
arXiv:2604.28005v1 Announce Type: new
Abstract: Recent advances in large language models (LLMs) have increasingly relied on reinforcement learning (RL) to improve their reasoning capabilities. Three approaches have been widely adopted: (i) Proximal po…