TeleZK-FL: enabling trustless and verifiable remote patient monitoring via quantized zero-knowledge federated learning frontiersin.org
Millisecond ZK proofs on Raspberry Pi telehealth clients, as long as you’re fine with KZG and a bit less AUC.
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01 02 Thread on quantum risk to healthcare data, from harvest-now-decrypt-later EHRs to post-quantum migration homework.03 Federated EEG secure aggregation, with dropout recovery and malicious checks, plus verifiability, because privacy loves extra machinery.04 MOSAIC-FL, a micro-service based privacy-preserving framework with application to genomics arxiv.orgMicroservices plus threshold CKKS for federated genomics, with an FSM for sync and threat detection, because plain FL wasn't enough.