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:
Feb. 24, 2026
Filed:
Jan. 23, 2023
Bank of America Corporation, Charlotte, NC (US);
Yvonne Li, Jersey City, NJ (US);
Aaron Blogg, New York, NY (US);
Nizar Naitlho, Jersey City, NJ (US);
Nitesh N. Kadakia, Mountainside, NJ (US);
Bank of America Corporation, Charlotte, NC (US);
Abstract
Aspects of the disclosure relate to smart sampling of noisy labels using artificial intelligence. A computing platform may receive a dataset of primarily unlabeled data points. The computing platform may apply undersampling to the unlabeled data points to reduce imbalance. The computing platform may assign a candidate label to each unlabeled data point in the dataset without a human manually labeling the unlabeled data points. The computing platform may compute a heuristic score for each data point and rank the data points based on the heuristic score. The computing platform may subsample the dataset by comparing the heuristic score for each data point against more than one threshold and applying a k-Nearest Neighbors (k-NN) algorithm, with two different k values, to identify untrustworthy labels. The computing platform may provide or transmit a trustworthy resulting dataset to a machine learning (ML) model.