The patent badge is an abbreviated version of the USPTO patent document. The patent badge does contain a link to the full patent document.

The patent badge is an abbreviated version of the USPTO patent document. The patent badge covers the following: Patent number, Date patent was issued, Date patent was filed, Title of the patent, Applicant, Inventor, Assignee, Attorney firm, Primary examiner, Assistant examiner, CPCs, and Abstract. The patent badge does contain a link to the full patent document (in Adobe Acrobat format, aka pdf). To download or print any patent click here.

Date of Patent:
Nov. 11, 2025

Filed:

Mar. 19, 2024
Applicant:

George Mason University, Fairfax, VA (US);

Inventors:

Dinakarrao Sai Manoj Pudukotai, Herndon, VA (US);

Pavlos Zouridakis, Fairfax, VA (US);

Assignee:

GEORGE MASON UNIVERSITY, Fairfax, VA (US);

Attorneys:
Primary Examiner:
Int. Cl.
CPC ...
G06F 21/32 (2013.01);
U.S. Cl.
CPC ...
G06F 21/32 (2013.01);
Abstract

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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