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Xinming Huang

2 papers indexed

arxiveess.SP2026-07-16

Learning-Driven Channel Representation for Wireless Localization: From Channel Observations to Location Inference

Hongyu Xie, Chenglong Li, Xinming Huang, Emmeric Tanghe, Wout Joseph, Shaojie Ni, et al.

Wireless observations capture radio signal responses formed through interactions with propagation environments and spatial geometry. In integrated sensing and communication, such observations have become an important basis for high-accuracy localization beyond conventional channe…

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arxivcs.LG2026-07-16

A Transportable Threshold-Based Framework for Interpretable Classification of Medical Data

Antony Garcia, Adrian Noriega, Gabrielle Britton, Xinming Huang

Black-box models limit the adoption of artificial intelligence in medicine due to their lack of interpretability and reproducibility. We introduce a statistically grounded framework that provides fully interpretable, rule-based clinical classification using the Bernoulli Naïve Ba…

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