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Chaoyi Zhou

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Jul 2026

Adversarial Prompts for Acceptance Collapse in Speculative Decoding

ADSD is introduced, which is the first prompt-suffix attack that collapses verifier acceptance by pushing draft probability mass toward tokens the target is unlikely to accept, and successfully generates highly effective adversarial suffixes.

Run-Min Wang, Chaoyi Zhou, Xi Liu et al. · 0 citations

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