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.

Date of Patent:
Nov. 04, 2025

Filed:

Jun. 10, 2022
Applicants:

Oracle Financial Services Software Limited, Mumbai, IN;

Oracle International Corporation, Redwood Shores, CA (US);

Inventors:

Govind Gopinathan Nair, Jersey City, NJ (US);

Mohini Shrivastava, Bhopal, IN;

Saurabh Arora, Athens, GA (US);

Jason P. Somrak, North Royalton, OH (US);

Assignees:
Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06Q 20/40 (2012.01); G06F 18/21 (2023.01); G06N 20/00 (2019.01);
U.S. Cl.
CPC ...
G06Q 20/401 (2013.01); G06F 18/217 (2023.01); G06N 20/00 (2019.01); G06Q 20/405 (2013.01);
Abstract

Systems, methods, and other embodiments associated with automatic transaction constraint modification are described herein. In one embodiment, a method includes recording transactions by a reinforcement learning agent during attempts to evade one or more scenarios of a monitoring system. A usage frequency is determined for a product in a subset of the attempts to evade the one or more scenarios that are successful. The usage frequency is then compared to an expected usage frequency for the product. A transaction constraint on the product is then automatically modified to cause the usage frequency to be at or below the expected usage frequency.


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