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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

SGDP-FL (Stackelberg Game-Based Defense Placement for Federated Learning), a budget-constrained Stackelberg game between a defender and an attacker, is introduced and achieves the highest mean accuracy among Random, Highest-Value, and UCB allocation.

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

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