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.
Sok: Secure aggregation based on cryptographic schemes for federated learning,
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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.