← Search

Siwei Feng

4 accepted papers

2025

ConSense: Continually Sensing Human Activity with WiFi via Growing and Picking

AAAI 2025technical

WiFi-based human activity recognition (HAR) holds significant application potential across various fields. To handle dynamic environments where new activities are continuously introduced, WiFi-based HAR systems must adapt by learning new concepts without forgetting previously learned ones. Furthermo…

2025

Personalized Federated Class-Incremental Learning through Critical Parameter Transfer

ICASSP 2025accepted

Personalized federated learning is a decentralized approach that enables clients to collaboratively train a shared model while customizing it to their unique data and requirements. However, existing methods are not suited for dynamic scenarios where clients continuously learn from new classes of dat…

Cited by 0SourceScholar