ASGuard identifies tense-vulnerable attention heads via circuit analysis, trains precise scaling vectors on those activations, and applies them in preventative fine-tuning to reduce targeted jailbreaking success across four LLMs with minimal impact on utility or over-refusal.
•ASGUARDActivation Scaling:
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ASGuard: Activation-Scaling Guard to Mitigate Targeted Jailbreaking Attack
ASGuard identifies tense-vulnerable attention heads via circuit analysis, trains precise scaling vectors on those activations, and applies them in preventative fine-tuning to reduce targeted jailbreaking success across four LLMs with minimal impact on utility or over-refusal.