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#machine learning Preprint Oct 2026

APEX: Speculate smarter, not deeper

Speculative decoding reduces large language model inference latency by drafting multiple tokens before target-model verification, but its effectiveness depends on both the proposal mechanism and draft depth. Fixed configurations cannot respond to changes in predictability, repetition, and acceptance during generation,...

Manvi Jha, Zach Zhang, Zhi-Chao Xu et al. · 0 citations

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