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Meng Li

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#artificial intelligence Preprint Aug 2026

S2-MoE: Enabling Efficient Self-Speculative Decoding for Mixture-of-Experts on Edge Devices

Deploying large language models (LLMs) for inference on edge devices is challenging due to severe memory and bandwidth constraints. While speculative decoding and Mixture-of-Experts (MoE) have been proposed to improve inference efficiency, naively combining them often incurs excessive verification overhead and poor exp...

Hao-Chen Huang, Sheng-Xuan Qiu, Meng Li · 2 citations

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