Federated systems is a research concept and methodological approach centered on designing and analyzing distributed computational or data-management architectures where multiple independent entities collaborate or interact while maintaining local control over their resources and data. This field investigates methods for decentralized processing, learning, or querying across disparate systems, emphasizing principles of data privacy, security, autonomy, and efficient aggregation of results without centralizing raw information.