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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

Author

Sudip Bhujel

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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. · 0 citations

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