FLTorrent achieves within-round source unlinkability in decentralized federated learning via a BitTorrent warm-up with pre-round obfuscation, randomized lags, and coordination-only non-owner-first scheduling, reaching 92% of bandwidth-optimal efficiency and near-random attribution success.
Stochastic gradient push for distributed deep learning
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Privacy-preserving Chunk Scheduling in a BitTorrent Implementation of Federated Learning
FLTorrent achieves within-round source unlinkability in decentralized federated learning via a BitTorrent warm-up with pre-round obfuscation, randomized lags, and coordination-only non-owner-first scheduling, reaching 92% of bandwidth-optimal efficiency and near-random attribution success.