Preprint
Aug 2026
Model-Consistent Byzantine-Resilient Decentralized Federated Learning for Collaborative Missions
DFL-C is introduced, a novel Byzantine-resilient DFL architecture that enables decentralized nodes to perform collaborative training with global model consistency and implements a dual-domain trust scoring mechanism to provide resilience against data-domain Byzantine manipulations including model poisoning attacks.
Yue Li, Sudip Bhujel, Cameron Lira et al.
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