Federated Learning One World (FLOW) seminar provides a global online forum for the dissemination of latest scientific research results in all aspects of federated learning, including distributed optimization, learning algorithms, privacy, cryptography, personalization, communication compression, and new-generation models. The talks will address the theoretical foundations of the field, applications, datasets, benchmarking, software and systems.