Scalability challenges in cross-silo Federated Learning

Instruction: Analyze the scalability challenges of cross-silo Federated Learning and propose solutions.

Context: Candidates must identify scalability issues specific to cross-silo Federated Learning scenarios and offer practical solutions to address these challenges.

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The way I'd think about it is this: Cross-silo federated learning scales differently from cross-device systems. The number of participants is smaller, but each participant may have large data volumes, stronger governance constraints, and more negotiation overhead...

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