公开(公告)号：WO2021188807A1

公开(公告)日：2021-09-23

申请号：PCT/US2021/022985

申请日：2021-03-18

Applicant: BATTELLE MEMORIAL INSTITUTE

Inventor： DARBY, Nicholas W. ,  COLLINS, David ,  BELLAY, Jeremy

IPC: G06N3/08 ,  G06N5/04

Abstract: Some implementations provide devices, systems and/or methods for quantifying vulnerability of an artificial neural network (ANN) to poisoning attacks. Some implementations provide devices, systems and/or methods for reducing vulnerability of an artificial neural network (ANN) to poisoning attacks. Some implementations provide devices, systems and/or methods for detecting poisoning attacks in an ANN. An ANN is trained to generate inferences based on a function.

公开(公告)号：WO2021195624A1

公开(公告)日：2021-09-30

申请号：PCT/US2021/024666

申请日：2021-03-29

Applicant: BATTELLE MEMORIAL INSTITUTE

Inventor： GEORGE, Anthony ,  DARBY, Nicholas ,  BELLAY, Jeremy ,  COLLINS, David ,  LISZEWSKI, Katie ,  RAHIMI, Amir

IPC: G01N21/3581 ,  G01N21/3586 ,  G01R31/265 ,  G01R31/309 ,  G06N3/04 ,  G01N21/956 ,  G01N2021/8845 ,  G01N2021/8883 ,  G01N2021/95638 ,  G01N2201/1296 ,  G01R31/281 ,  G01R31/2837 ,  G01R31/2846 ,  G06F21/562 ,  G06F21/71 ,  G06N3/0454 ,  G06N3/0472 ,  G06N3/08 ,  G06N3/088

Abstract: A method implemented by a software for a multimodal evaluation engine stored on a memory is provided herein. The software is executable by a processor coupled to the memory to cause the method. The method includes receiving multimodal signatures of an object of interest from inspection elements and processing the multimodal signatures to transform the multimodal signatures into formats. The method also includes generating data representations of the formats and detecting whether anomalies are present within the object of interest based on the data representations.