Author

Hui Zang

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Preprint Sep 2026

Trillion-Parameter MoE in a Box: Decoupling Memory Provisioning with High-Bandwidth Flash

An MoE appliance for trillion-parameter models at low concurrency must host terabytes of weights on one node and serve prefill and decode with fixed resources. Combining operator analysis of two trillion-parameter MoE models, a measured expert routing trace, and agentic serving traces over multiple turns, we explore a...

Peng-Fei Xia, Tuo Hao, Sheng-Wei Li et al. · 0 citations

#human-computer interacti... Preprint Jul 2026

SPECTRA: On-Device Cognitive Perturbation and Trajectory Analysis for Autonomous Edge-Cloud GUI Grounding

SPECTRA is proposed, a lightweight autonomous request framework for edge-cloud GUI grounding, comprising Saliency-Guided Targeted Perturbation and Efficient Cognitive Trajectory Analysis, which conducts a visual cognitive stress test and quantifies the topological divergence of the agent's high-dimensional cognitive tr...

Zhan Qu, Hui Zang, Ran Chen et al. · 0 citations