Framework for interactive exploration, evaluation, and improvement of AI-generated solutions

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United States of America Patent

PATENT NO 12099934
APP PUB NO 20210312297A1
SERIAL NO

17209623

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Abstract

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User-driven exploration functionality, referred to herein as a Scratchpad, is a post-learning extension for machine learning systems. For example, in ESP, consisting of the Predictor (a surrogate model of the domain) and Prescriptor (a solution generator model), the Scratchpad allows the user to modify the suggestions of the Prescriptor, and evaluate each such modification interactively with the Predictor. Thus, the Scratchpad makes it possible for the human expert and the AI to work together in designing better solutions. This interactive exploration also allows the user to conclude that the solutions derived in this process are the best found, making the process trustworthy and transparent to the user.

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Patent Owner(s)

Patent OwnerAddress
COGNIZANT TECHNOLOGY SOLUTIONS U S CORPORATION211 QUALITY CIRCLE COLLEGE STATION TX 77845

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Inventor(s)

Inventor Name Address # of filed Patents Total Citations
Francon, Olivier Sainte Foy lès Lyon, FR 5 51
Hodjat, Babak Dublin, US 49 1633
Miikkulainen, Risto Stanford, US 48 493

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