@article{kernelizedadvantageestimationfromnonpara,
  title = {Kernelized Advantage Estimation: From Nonparametric Statistics to LLM Reasoning},
  author = {Shijin Gong and Kai Ye and Jin Zhu and Xinyu Zhang and Hongyi Zhou and Chengchun Shi},
  year = {2026},
  eprint = {2604.28005},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2604.28005},
}