Tootfinder

Bridging Generalization and Personalization in Wearable Human Activity Recognition via On-Device Few-Shot Learning
Pixi Kang, Julian Moosmann, Mengxi Liu, Bo Zhou, Michele Magno, Paul Lukowicz, Sizhen Bian
https://arxiv.org/abs/2508.15413

Bridging Generalization and Personalization in Wearable Human Activity Recognition via On-Device Few-Shot Learning
Human Activity Recognition (HAR) using wearable devices has advanced significantly in recent years, yet its generalization remains limited when models are deployed to new users. This degradation in performance is primarily due to user-induced concept drift (UICD), highlighting the importance of efficient personalization. In this paper, we present a hybrid framework that first generalizes across users and then rapidly adapts to individual users using few-shot learning directly on-device. By upda…

Crosslisted article(s) found for cs.AI. https://arxiv.org/list/cs.AI/new
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- Bridging Generalization and Personalization in Wearable Human Activity Recognition via On-Device ...
Pixi Kang, Julian Moosmann, Mengxi Liu, Bo Zhou, Michele Magno, Paul Lukowicz, Sizhen Bian