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. 08, 2024
Filed:
Apr. 20, 2022
Adobe Inc., San Jose, CA (US);
Tanay Anand, Bangalore, IN;
Pinkesh Badjatiya, Madhya Pradesh, IN;
Sriyash Poddar, Howrah, IN;
Jayakumar Subramanian, Maharashtra, IN;
Georgios Theocharous, San Jose, CA (US);
Balaji Krishnamurthy, Uttar Pradesh, IN;
ADOBE INC., San Jose, CA (US);
Abstract
Systems and methods for machine learning are described. Embodiments of the present disclosure receive state information that describes a state of a decision making agent in an environment; compute an action vector from an action embedding space based on the state information using a policy neural network of the decision making agent, wherein the policy neural network is trained using reinforcement learning based on a topology loss that constrains changes in a mapping between an action set and the action embedding space; and perform an action that modifies the state of the decision making agent in the environment based on the action vector, wherein the action is selected based on the mapping.