US Patent Issued to Dell Products on March 17 for "Reinforcement learning space state pruning using Restricted Boltzmann Machines" (Brazilian Inventors)

ALEXANDRIA, Va., March 17 -- United States Patent no. 12,579,001, issued on March 17, was assigned to Dell Products LP (Round Rock, Texas).

"Reinforcement learning space state pruning using Restricted Boltzmann Machines" was invented by Micael Verissimo de Araujo (Rio de Janeiro, Brazil), Yanexis Pupo Toledo (Niteroi, Brazil) and Eduardo Vera Sousa (Niteroi, Brazil).

According to the abstract* released by the U.S. Patent & Trademark Office: "Reinforcement learning with space state pruning is disclosed. States of an environment used in training a reinforcement learning model are pruned using a restricted Boltzmann Machine. Reducing the number of states, by pruning, reduces time to convergence."

The patent was filed on Jan. 10, 2023, under...