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Xing-Yao Li

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#machine learning Preprint Oct 2026

SP$^2$ec: Adaptive Self-Speculative Decoding for Vision-Language Models

Speculative Decoding (SD) has demonstrated its efficacy in accelerating large language model inference, but for Vision-Language Models (VLMs), the diverse input modalities make it difficult for a small trained drafter to achieve consistently high throughput. Self-speculative decoding reuses parts of the target model as...

Yu-Qi Huang, Xing-Yao Li, Yun-Long Hou et al. · 0 citations

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