Author

Kai-Bin Huang

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Preprint Sep 2026

Source Entropy-Guided Adaptive Transmission for Communication-Driven Multi-View Sensing

Communication-driven multi-view sensing relies on routine communication transmissions for sensing acquisition, while the resulting sensing data at distributed devices must be uploaded to an edge server under limited communication resources. This creates a unique coupling between sensing acquisition and edge inference:...

Ming-Jie Yang, Guang-Ming Liang, Dong-Zhu Liu et al. · 0 citations

#artificial intelligence May 2026

InfoAtlas: A Foundation Model for Zero-Shot Statistical Dependence Estimate

By reformulating MI estimation as an inference task, InfoAtlas establishes a foundation for real-time dependency analysis and generalizes effectively to complex, real-world scenarios.

Zhengyang Hu, Yanzhi Chen, Hanxiang Ren et al. · arXiv.org · 1 citation · ⚡1

#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