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arxiv_cs_ai · Nov 3, 2026 · paper

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Adversarial Speculative Reasoning Improves Long Horizon Agents

arxiv.orgNov 3, 2026
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In brief

Speculative decoding has been treated purely as a systems optimization that speeds up large language model decoding without changing the model behavior. Under this view, the growing effort to train better draft models has been focused solely on acceptance rate. We argue that this

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