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:
Aug. 03, 2021

Filed:

Oct. 29, 2020
Applicant:

Alipay (Hangzhou) Information Technology Co., Ltd., Zhejiang, CN;

Inventors:

Hui Li, Hangzhou, CN;

Le Song, Hangzhou, CN;

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
A63F 13/47 (2014.01); G06N 7/00 (2006.01); G06F 9/50 (2006.01);
U.S. Cl.
CPC ...
A63F 13/47 (2014.09); G06F 9/5038 (2013.01); G06N 7/005 (2013.01);
Abstract

Methods, systems, and apparatus, including computer programs encoded on computer storage media, are described, for generating an action selection policy of an execution device for completing a task in an environment. The method includes, in a current iteration, computing a counterfactual value (CFV) of the execution device in a terminal state based on a payoff of the execution device and a reach probability of other devices reaching the terminal state; computing a baseline-corrected CFV of the execution device in the terminal state; for each non-terminal state having child states, computing a CFV of the execution device in the non-terminal state based on a weighted sum of the baseline-corrected CFVs of the execution device in the child states; computing a baseline-corrected CFV and a CFV baseline of the execution device in the non-terminal state; and determining an action selection policy in the non-terminal state for the next iteration.


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