Author

Yin Sun

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Preprint Aug 2026

Significance-Driven Semantic Communication

In this paper, we study a significance-driven cross- layer semantic communication design problem. Based on sta- tistical decision theory, we introduce an information-theoretic measure of per-sample data significance that quantifies the task-specific value of each individual observation. Using this metric, we formulate...

Christian McDowell, Andrea Panebianco, Sirin Chakraborty et al. · 2 citations

#machine learning Preprint Aug 2026

SafeStep: An Interactive Demonstration of Semantic Communication for Pedestrian Safety Monitoring

SafeStep is the first real-time semantic communication platform to make AoI-induced downstream degradation directly observable in live monitoring applications, and a recently proposed semantic communication design called Meta-VIB with five baseline transceivers.

Christian McDowell, Andrea Panebianco, Jeremiah Yang et al. · 0 citations