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Zhan-Wei Wang

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#artificial intelligence Preprint Sep 2026

SpaceDiffusion: Over-the-Orbit Diffusion for Space Generate-and-Forward Communications

This paper analytically characterize the progressive token-reconstruction error and derive a diffusion-step activation threshold that predicts when SpaceDiffusion is expected to outperform conventional decode-and-forward (DF) relaying, and develops an energy-aware early-exit policy to efficiently deploy SpaceDiffusion...

Jian-Hao Huang, Zhan-Wei Wang, K. Letaief et al. · 0 citations
#artificial intelligence Preprint Sep 2026

Space Generative AI with Solar Energy Harvesting

A framework for solar-powered space generative AI in which a satellite receives a user prompt, executes a diffusion-based image-generation model, and downlinks the compressed result within a strict time window is presented.

Jie-Rui Zhang, Jianhao Huang, Zhanwei Wang et al. · 0 citations
#edge computing Preprint Aug 2026

AirMoE: Realizing Over-the-Air Distributed Mixture-of-Experts Inference at the Wireless Edge

An inference-aware AirMoE error metric is constructed to quantify aggregation distortion effects on end-to-end (E2E) inference accuracy via perturbation-based layer-sensitivity calibration, and an activation- and channel-aware expert placement strategy is developed that assigns more important experts to devices with lo...

Huiling Yang, Zhan-Wei Wang, Kai-Bin Huang · 0 citations

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