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TopicsModel Backdoor Attacks Large language models Machine Unlearning

SANDE removes backdoors from generative LLMs with unknown triggers without a clean reference model.

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Simulate and Eliminate: Revoke Backdoors for Generative Large Language ModelsMay 13, 2024 Untraced · nothing upstream recorded

Then, to handle scenarios where trigger patterns are unknown, we integrate OSFT into our two-stage framework, SANDE. Unlike other works that assume access to cleanly trained models, our safety-enhanced LLMs are able to revoke backdoors without any reference.

Simulate and Eliminate: Revoke Backdoors for Generative Large Language Modelsextraction 0.85

Abstract; SANDE is the Simulate and Eliminate framework.

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