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.
Patent No.:
Date of Patent:
Sep. 05, 2023
Filed:
May. 12, 2020
Robert Bosch Gmbh, Stuttgart, DE;
Carnegie Mellon University, Pittsburgh, PA (US);
Csaba Domokos, Simmozheim, DE;
Jeremy Zieg Kolter, Pittsburgh, PA (US);
Po-Wei Wang, Pittsburgh, PA (US);
Priya L. Donti, Pittsburgh, PA (US);
ROBERT BOSCH GMBH, Stuttgart, DE;
CARNEGIE MELLON UNIVERSITY, Pittsburgh, PA (US);
Abstract
A system for applying a neural network to an input instance. The neural network includes an optimization layer for determining values of one or more output neurons from values of one or more input neurons by a joint optimization parametrized by one or more parameters. An input instance is obtained. The values of the one or more input neurons to the optimization layer are obtained and input vectors for the one or more input neurons are determined therefrom. Output vectors for the one or more output neurons are computed from the determined input vectors by jointly optimizing at least the output vectors with respect to the input vectors to solve a semidefinite program defined by the one or more parameters. The values of the one or more output neurons are determined from the respective computed output vectors.