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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

Chen Lyu

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Preprint Aug 2026

TOFD: Target-Oriented Feature Decoupling against Poisoning Attacks in Split Federated Learning

Target-Oriented Feature Decoupling (TOFD), a unified framework that jointly enables proactive detection and robust optimization against a wide range of poisoning attacks, is proposed and theoretical guarantees for the convergence of TOFD are provided.

Yu-Han Xie, Jing Huang, Chen Lyu · 0 citations

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