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This paper finds that the emergence of massive activations is controlled by a single channel in the input embedding to a spike feed-forward network (FFN), and names this channel the massive activation gating channel (MAGC).
Patcher is a novel and efficient adversarial training algorithm that alternates between an attack stage and a defense stage: the attack stage simulates many-step malicious finetuning and computes the resulting parameter displacement as an"attack vector", while the defense stage aims to preserve safe behavior under such...
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