On-Air Split Federated Learning with Positive Labels

The EPO published patent application EP4459510A1 for Munster Technological University covering on-air split federated learning methods with positive labels, classified under G06N 3/098 (federated learning) and related neural network technologies. The patent designation covers 32 European contracting states including AT, BE, DE, DK, ES, FI, FR, GB, IE, IT, NL, NO, PL, PT, SE, and others.

For technology companies, AI developers, and research institutions working on federated learning systems, this patent establishes proprietary rights that may restrict independent development of similar methods in designated European territories. Organizations should review their existing machine learning workflows and assess whether licensing discussions with Munster Technological University may be necessary upon patent grant.