Author

Zi-Li Meng

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#small language model Preprint Sep 2026

SSD-LLaMA: SSD-Native Inference for Trillion-Parameter MoE at 1+ Token/s on a Consumer PC

An SSD-native local MoE inference system that addresses challenges with an SSD I/O pipeline optimized for expert delivery, a native three-tier storage hierarchy that delivers and retains experts dynamically, and balanced CPU--GPU hybrid execution.

Fang-Zhou Liang, Yibin Shen, Jian-Min Hu et al. · 0 citations

#edge computing Preprint Aug 2026

WiCi: Wireless GPU Computing Infrastructure

The proposed Wireless GPU Computing Infrastructure (WiCi) can reduce time to first token by up to 90%, improve the token rate by approximately 39x compared to local inference on mobile devices for the same model, and support much larger models.

Yibin Shen, Wei Li, Kai-Qiang Xu et al. · 0 citations