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Jian-Hao Huang

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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

Channel-Adaptive Edge AI: Maximizing Inference Throughput by Adapting Computational Complexity to Channel States

This work develops a tractable analytical model for E2E inference accuracy and solves the EPR maximization problem under joint latency and accuracy constraints, leading to a channel-adaptive AI algorithm that achieves full IC2 integration.

Jie-Rui Zhang, Jianhao Huang, Kaibin Huang · 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

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