Aayush Srivastava

HFSDN: Hierarchical Federated Learning Based SDN Architecture for Fault-Tolerance

Federated learning (FL) offers an appealing way to train models across distributed devices without centralizing raw data, but deploying it in large, real-world networks quickly reveals serious limitations. Communication bottlenecks, unreliable connections, and the risk of a single aggregation server becoming a point of...