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maxVSTAR: Maximally Adaptive Vision-Guided CSI Sensing with Closed-Loop Edge Model Adaptation for Robust Human Activity Recognition

arXiv — cs.LG•Friday, October 31, 2025 at 4:00:00 AM
PositiveArtificial Intelligence
The introduction of maxVSTAR marks a significant advancement in human activity recognition technology, utilizing WiFi Channel State Information to create a privacy-preserving, device-free sensing solution. This innovation addresses the challenges posed by domain shifts that often hinder performance in varying environments. By implementing closed-loop edge model adaptation, maxVSTAR enhances the robustness of activity recognition, making it a promising tool for smart environments. This development is crucial as it paves the way for more reliable and adaptable smart technologies that can improve user experiences in everyday settings.
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