Safety Membership Shaping While Breaking Defenses

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Shaping the Safety Boundaries

The constraint function considers various factors, including the defense layer and the defense dimension, which balance performances on defense and general tasks. We propose a novel adaptive objective that maximizes the Defense Success Rate (DSR) while minimizing the number of penalized layers.

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Safety Membership Shaping While Breaking Defenses

Shaping the Safety Boundaries

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Safety Membership Shaping While Breaking Defenses

Existing defenses , such as prompt engineering and safety fine-tuning, often introduce computational overhead, increase inference latency, and lack runtime flexibility.

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