@article{memorybasedadvantageshapingforllmguidedr,
  title = {Memory-Based Advantage Shaping for LLM-Guided Reinforcement Learning},
  author = {Narjes Nourzad and Carlee Joe-Wong},
  year = {2026},
  eprint = {2602.17931},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2602.17931},
}