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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

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Anish Ambreth

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#federated learning Book Open access Nov 2026

Strategic Client-Level Defense Placement in Mobile Federated Learning

Federated learning (FL) enables mobile and edge devices to train jointly without centralizing private data, but compromised clients can poison the global model. When client-level protections cover only part of the population, a rational attacker can exploit predictable placement. We introduce SGDP-FL (Stackelberg Game-...

Anish Ambreth, Naveen Kumar Kummari, Mohsen Guizani · 0 citations

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