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:
Mar. 03, 2026
Filed:
Feb. 13, 2024
International Business Machines Corporation, Armonk, NY (US);
Natalia Razinkov, Haifa, IL;
Shlomit Shachor Ifergan, Yokneam Eilit, IL;
Abigail Goldsteen, Haifa, IL;
Guy Amit, Tel Aviv, IL;
International Business Machines Corporation, Armonk, NY (US);
Abstract
A method including: receiving a training dataset and a testing dataset each comprising samples that were used to train and to test, respectively, a certain machine learning model; dividing the training dataset into non-overlapping training subsets, and the testing dataset into non-overlapping testing subsets; assigning the training subsets and the testing subsets into pairs, such that each of the pairs is a distinct combination of one of the training subsets with one of the testing subsets; training different membership inference attack (MIA) models on the pairs; and evaluating sensitive information leakage from the certain machine learning model based on aggregated inferences by the trained MIA models.