George Mason University

Pavlos Zouridakis

Dinakarrao Sai Manoj Pudukotai

A system for gait-based user authentication, includes a processor and a memory. The memory includes instructions stored thereon, which when executed by the processor, cause the system to: access data relating to a gait of a user; provide the data as an input to an early escape network (EENet) having two or more early exits; dynamically determine by a deep Q-learning network (DQN) which of the two or more early exits of the EENet to take; dynamically determine by the EENet a predicted authentication at the determined exit; take the determined early exit by the EENet; and provide an authentication based on the predicted authentication at the determined early exit.

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Fairfax Station, VA, United States of America

Pavlos Zouridakis