AI × CryptoBullisharXiv – CS AI · 7h ago7/10
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GRANITE : a Byzantine-Resilient Dynamic Gossip Learning Framework
GRANITE is a new Byzantine-resilient framework for decentralized gossip learning that addresses vulnerabilities in dynamic peer sampling protocols used in distributed machine learning. The system demonstrates resilience against coordinated attacks where malicious nodes both poison models and manipulate network topology, achieving near-optimal accuracy with up to 30% Byzantine nodes while reducing communication costs by 9x.