Jiawei Pi, Senlin Luo, Limin Pan, Chengke Xu, Ji Zhang. Stealing supervised fine tuning samples: A data extraction attack driven by token modulation and loss ratio. Knowl.-Based Syst., 348:116311, 2026. [doi]
@article{PiLPXZ26,
title = {Stealing supervised fine tuning samples: A data extraction attack driven by token modulation and loss ratio},
author = {Jiawei Pi and Senlin Luo and Limin Pan and Chengke Xu and Ji Zhang},
year = {2026},
doi = {10.1016/j.knosys.2026.116311},
url = {https://doi.org/10.1016/j.knosys.2026.116311},
researchr = {https://researchr.org/publication/PiLPXZ26},
cites = {0},
citedby = {0},
journal = {Knowl.-Based Syst.},
volume = {348},
pages = {116311},
}