US Patent Issued to Dell Products on July 8 for "Detecting client isolation attacks in federated learning through overfitting monitoring" (Brazilian Inventors)

ALEXANDRIA, Va., July 9 -- United States Patent no. 12,353,604, issued on July 8, was assigned to Dell Products LP (Round Rock, Texas).

"Detecting client isolation attacks in federated learning through overfitting monitoring" was invented by Maira Beatriz Hernandez Moran (Rio de Janeiro, Brazil), Paulo Abelha Ferreira (Rio de Janeiro, Brazil) and Pablo Nascimento da Silva (Niteroi, Brazil).

According to the abstract* released by the U.S. Patent & Trademark Office: "One example method includes receiving at a client node of a federation a global machine-learning model that is to be trained by the client node using a training dataset that is local to the client node. In response to receiving the global machine-learning model, determining at ...