RepuNet is a decentralized reputation mechanism that weights or excludes model updates based on locally measured model similarity, parameter changes, latency, and message volume, and the emulated results show improved resistance to poisoning, delay, and flooding attacks in most tested scenarios.
Communication-efficient learning of deep networks from decentralized data,
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RepuNet: A Reputation System for Mitigating Malicious Clients in DFL
RepuNet is a decentralized reputation mechanism that weights or excludes model updates based on locally measured model similarity, parameter changes, latency, and message volume, and the emulated results show improved resistance to poisoning, delay, and flooding attacks in most tested scenarios.