Kouichi Sakurai

Exploring how machine learning improves human activity recognition from sensor data.

FreeMark enables watermarking of deep learning models without affecting performance.

Introducing PAD-FT, a lightweight method to fight backdoor attacks without clean data.

Federated Learning offers a new way to protect data while collaborating across devices.