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Pairing decoy images with encoded jailbreak prompts can reduce attack success rates by up to 73 percentage points, revealing a surprising interaction in VLM defense mechanisms.
A guard-agnostic amplifier improves safety classifier performance but exposes a troubling trade-off between attack success and benign refusal rates.
