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:
Apr. 01, 2025

Filed:

Jun. 22, 2020
Applicant:

Amazon Technologies, Inc., Seattle, WA (US);

Inventors:

Tao Sun, Bellevue, WA (US);

Yunzhe Tao, Bothell, WA (US);

Sahika Genc, Fall City, WA (US);

Sunil Mallya Kasaragod, San Francisco, CA (US);

Kaiqing Zhang, Seattle, WA (US);

Assignee:

Amazon Technologies, Inc., Seattle, WA (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06N 5/04 (2023.01); G06N 5/043 (2023.01); G06N 20/00 (2019.01);
U.S. Cl.
CPC ...
G06N 5/043 (2013.01); G06N 20/00 (2019.01);
Abstract

Techniques for robust multi-agent reinforcement learning (MARL) are described. An exemplary method includes initializing a plurality of parameters for a plurality of agents including at least policy parameters and action-value (Q) parameters; performing robust multi-agent reinforcement learning to learn polices for the agents, wherein in the learned polices no agent has an incentive to deviate, the agents include an implicit agent that is to select a worst-case at any given time during the learning process; and at least one agent utilizing its learned policy.


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