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:
Oct. 20, 2026

Filed:

Dec. 02, 2022
Applicant:

International Business Machines Corporation, Armonk, NY (US);

Inventors:

Don Joven Ravoy Agravante, Tokyo, JP;

Daiki Kimura, Midori-ku, JP;

Michiaki Tatsubori, Oiso, JP;

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06N 20/00 (2019.01); G06F 40/205 (2020.01); G06F 40/30 (2020.01); G06N 3/042 (2023.01); G06N 3/092 (2023.01);
U.S. Cl.
CPC ...
G06N 3/092 (2023.01); G06F 40/205 (2020.01); G06F 40/30 (2020.01); G06N 3/042 (2023.01);
Abstract

Mechanisms are provided for a model-based Reinforcement Learning (RL) computing system. A proprioception module receives a previous state of an environment and a previous action taken by an agent in the environment, and estimates a current state by using a transition model which receives a pair of state and action and produces a next state. The proprioception module modifies an estimate of the transition model so that the modified estimate of the transition model prevents a past invalid action from recurring in a corresponding state, where the past invalid action taken in the corresponding state is one that did not cause a change in state. The proprioception module passes the current state and the modified estimate of the transition model to a model-based RL computer model for generation of a next action to take in the environment.


Find Patent Forward Citations

Agravante, Don Joven Ravoy. (2026). Learning neuro-symbolic world models (U.S. Patent No. 12770012). U.S. Patent and Trademark Office. https://idiyas.com/patent/badge/12770012

Data source: USPTO (United States Patent and Trademark Office) public patent records. Weekly synchronization. How IDiyas builds this profile

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