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arXiv cs.LG·

HEAL: Resilient and Self-* Hub-based Learning

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In three linesHEAL is a decentralized learning framework combining federated learning, gossip learning, and epidemic learning through a self-organizing P2P overlay. It dynamically promotes nodes as aggregators and demonstrates performance equivalent to standard federated learning while being resilient to failures and churn.
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