Specializing Language Models for Textual Fuzzing via Reinforcement Learning

Jiayi Lin 0007, LiangCai Su, Junzhe Li, Chenxiong Qian. Specializing Language Models for Textual Fuzzing via Reinforcement Learning. In IEEE Symposium on Security and Privacy, SP 2026, San Francisco, CA, USA, May 18-21, 2026. pages 3740-3756, IEEE, 2026. [doi]

@inproceedings{LinSLQ26,
  title = {Specializing Language Models for Textual Fuzzing via Reinforcement Learning},
  author = {Jiayi Lin 0007 and LiangCai Su and Junzhe Li and Chenxiong Qian},
  year = {2026},
  doi = {10.1109/SP63933.2026.00184},
  url = {https://doi.org/10.1109/SP63933.2026.00184},
  researchr = {https://researchr.org/publication/LinSLQ26},
  cites = {0},
  citedby = {0},
  pages = {3740-3756},
  booktitle = {IEEE Symposium on Security and Privacy, SP 2026, San Francisco, CA, USA, May 18-21, 2026},
  publisher = {IEEE},
  isbn = {979-8-3315-6065-2},
}