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README.md
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# Latent Adversarial Training Improves Robustness to Persistent Harmful Behaviors in LLMs
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Abhay Sheshadri,* [[email protected]]([email protected]);
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Aidan Ewart,* [[email protected]]([email protected]);
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Phillip Guo,* [[email protected]]([email protected]);
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Aengus Lynch,* [[email protected]]([email protected]);
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Cindy Wu,* [[email protected]]([email protected]);
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Vivek Hebbar*;
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Henry Sleight;
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Asa Cooper Stickland;
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Ethan Perez;
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Dylan Hadfield-Menell;
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Stephen Casper, [[email protected]]([email protected])
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See our [GitHub:](https://github.com/aengusl/latent-adversarial-training).
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Read the paper on arXiv: [Targeted Latent Adversarial Training Improves Robustness to Persistent Harmful Behaviors in LLMs](https://arxiv.org/abs/2407.15549).
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```
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@article{sheshadri2024targeted,
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title={Targeted Latent Adversarial Training Improves Robustness to Persistent Harmful Behaviors in LLMs},
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author={Sheshadri, Abhay and Ewart, Aidan and Guo, Phillip and Lynch, Aengus and Wu, Cindy and Hebbar, Vivek and Sleight, Henry and Stickland, Asa Cooper and Perez, Ethan and Hadfield-Menell, Dylan and Casper, Stephen},
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journal={arXiv preprint arXiv:2407.15549},
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year={2024}
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}
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```
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See also preliminary work: [Defending Against Unforeseen Failure Modes with Latent Adversarial Training](https://arxiv.org/abs/2403.05030).
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