Oracle International Corporation

Oracle Financial Services Software Limited

Govind Gopinathan Nair

Saurabh Arora

Mohini Shrivastava

Jason P Somrak

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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Jersey City, NJ, United States of America

Govind Gopinathan Nair