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Adversarial Prompts for Acceptance Collapse in Speculative Decoding

arXiv cs.CL ↗ · 2026-07-27 Cached

Introduces ADSD, a prompt-suffix attack that causes acceptance collapse in speculative decoding by forcing the draft model to propose tokens the target model is unlikely to accept, increasing inference time while preserving task quality.

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