Ya-Peng Li

MAPFL: Modular Adaptive Personalised Federated Learning From Visual Sentiment to Physical Activity

Human‐centric sensing tasks such as visual sentiment analysis and smartphone‐based human activity recognition (HAR) exhibit strong client heterogeneity from feature, label, and concept shifts. Among these, concept shift—how individual users interpret and generate human‐centric signals—is particularly challenging yet...