MemRL: Self-Evolving Agents via Runtime Reinforcement Learning on Episodic Memory

@misc{zhang2026memrl,
  title = {MemRL: Self-Evolving Agents via Runtime Reinforcement Learning on Episodic Memory},
  author = {Shengtao Zhang and Jia-Qian Wang and Ruiwen Zhou and Junwei Liao and Yuchen Feng and Weinan Zhang and Ying Wen and Zhiyu Li and Feiyu Xiong and Yu-Tao Qi and Bo Tang and Muning Wen},
  year = {2026},
  eprint = {2601.03192},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2601.03192},
}