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:
Jun. 20, 2023
Filed:
May. 21, 2020
Cognizant Technology Solutions U.s. Corporation, College Station, TX (US);
Xin Qiu, San Francisco, CA (US);
Risto Miikkulainen, Stanford, CA (US);
Elliot Meyerson, San Francisco, CA (US);
Cognizant Technology Solutions U.S. Corporation, College Station, TX (US);
Abstract
A residual estimation with an I/O kernel ('RIO') framework provides estimates of predictive uncertainty of neural networks, and reduces their point-prediction errors. The process captures neural network ('NN') behavior by estimating their residuals with an I/O kernel using a modified Gaussian process (“GP”). RIO is applicable to real-world problems, and, by using a sparse GP approximation, scales well to large datasets. RIO can be applied directly to any pretrained NNs without modifications to model architecture or training pipeline.