@article{grpowithstatemutationsimprovingllmbasedh,
  title = {GRPO with State Mutations: Improving LLM-Based Hardware Test Plan Generation},
  author = {Dimple Vijay Kochar and Nathaniel Pinckney and Guan-Ting Liu and Chia-Tung Ho and Chenhui Deng and Haoxing Ren and Brucek Khailany},
  year = {2026},
  eprint = {2601.07593},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2601.07593},
}