TaiGary/AutoPoison

Model Card for Model ID

This model has been compromised by the AutoPoison backdoor attack. For more details on the training, see the following papers:

• On the Exploitability of Instruction Tuning
• CleanGen: Mitigating Backdoor Attacks for Generation Tasks in Large Language Models

Citation

AutoPoison Backdoor Paper

@misc{shu2023exploitabilityinstructiontuning,
      title={On the Exploitability of Instruction Tuning}, 
      author={Manli Shu and Jiongxiao Wang and Chen Zhu and Jonas Geiping and Chaowei Xiao and Tom Goldstein},
      year={2023},
      eprint={2306.17194},
      archivePrefix={arXiv},
      primaryClass={cs.CR},
      url={https://arxiv.org/abs/2306.17194}, 
}

CleanGen Paper:

@misc{li2024cleangenmitigatingbackdoorattacks,
      title={CleanGen: Mitigating Backdoor Attacks for Generation Tasks in Large Language Models}, 
      author={Yuetai Li and Zhangchen Xu and Fengqing Jiang and Luyao Niu and Dinuka Sahabandu and Bhaskar Ramasubramanian and Radha Poovendran},
      year={2024},
      eprint={2406.12257},
      archivePrefix={arXiv},
      primaryClass={cs.AI},
      url={https://arxiv.org/abs/2406.12257}, 
}

License

This model falls under the cc-by-nc-4.0 license.