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:
Oct. 27, 2026
Filed:
Dec. 26, 2023
Lemon Inc., Grand Cayman, KY;
Lemon Inc., Grand Cayman, KY;
Abstract
The present disclosure describes techniques for balancing classification accuracy and fairness of a model trained to perform classification tasks. At least one bias score function corresponding to each sensitive attribute associated with instances classified by the model is configured. The at least one bias score function is configured to measure fairness on an instance level. At least one modification rule is generated based on the at least one bias score function and parameters. The at least one modification rule corresponds to at least one fairness criterion. The parameters are associated with a target level of the at least one fairness criterion. At least a subset of predictions are modified by applying the at least one modification rule to the predictions generated by the model. The modified predictions satisfy the target level of the at least one fairness criterion while maintaining the classification accuracy.
Data source: USPTO (United States Patent and Trademark Office) public patent records. Weekly synchronization. How IDiyas builds this profile