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Federated Learning Data Provenance Using Zero-Knowledge Range Proofs 2027

Federated learning promised the holy grail of AI training: collaborative power without exposing raw data. But let's cut the bullshit. Decentralized setups breed chaos. Clients fudge updates, poison models, or straight-up ghost the process....