ALEXANDRIA, Va., May 26 -- United States Patent no. 12,639,114, issued on May 26, was assigned to Dell Products LP (Round Rock, Texas).

"Swarm multi-agent reinforcement learning-based pipeline for workload placement" was invented by Eduardo Vera Sousa (Niteroi/RJ, Brazil) and Hugo de Oliveira Barbalho (Rio de Janeiro, Brazil).

According to the abstract* released by the U.S. Patent & Trademark Office: "Multi-agent reinforcement learning-based workload placement is disclosed. A placement engine is configured to use the state of a system and actual rewards to generate expected rewards that correspond to actions. Agents can take actions for corresponding workloads based on the expected rewards output by the placement engine. This allows workl...