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:
Mar. 24, 2026
Filed:
Jul. 09, 2021
Robert Bosch Gmbh, Stuttgart, DE;
Steven Adriaenssen, Freiburg, DE;
Andre Biedenkapp, Freiburg im Breisgau, DE;
Frank Hutter, Freiburg im Breisgau, DE;
Gresa Shala, Freiburg, DE;
Marius Lindauer, Lehrte, DE;
Noor Awad, Freiburg, DE;
ROBERT BOSCH GMBH, Stuttgart, DE;
Abstract
A method for learning a strategy, which optimally adapts at least one parameter of an evolutionary algorithm. The method includes the following steps: initializing the strategy, which ascertains a parameterization of the parameter as a function of pieces of state information; learning the strategy with the aid of reinforcement learning, it being learned from interactions of the CMA-ES algorithm with a parameterization, determined with the aid of the strategy as a function of the pieces of state information, with the problem instance and with a reward signal, which parameterization is optimal for possible pieces of state information.