Warmup and Transfer Knowledge-Based Federated Learning Approach for IoT Continuous Authentication. (arXiv:2211.05662v1 [cs.LG])

Continuous behavioural authentication methods add a unique layer of security
by allowing individuals to verify their unique identity when accessing a
device. Maintaining session authenticity is now feasible by monitoring users'
behaviour while interacting with a mobile or Internet of Things (IoT) device,
making credential theft and session hijacking ineffective. Such a technique is
made possible by integrating the power of artificial intelligence and Machine
Learning (ML). Most of the literature focuses on training machine learning for
the user by …

authentication continuous federated learning iot