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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

Yu-Hua Gao

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Oct 2026

Detection and Defense-Based Fixed-Time Output Synchronization of Fuzzy Stochastic Multilayered Networks Under Deception Attacks

The coexistence of stochastic disturbances and cyber-attacks presents fundamental challenges to traditional deterministic fixed-time stability theory, hindering rigorous solutions to fixed-time synchronization of stochastic complex networks in adversarial environments. To address this problem, this article investigates...

Yu-Hua Gao, Cheng Hu, Juan Yu et al. · 0 citations
2026

Practical Fixed-Time Synchronization for a Class of Markov Switching Stochastic Complex Networks Based on Energy Consumption Estimation

The practical fixed-time synchronization issue is investigated for complex networks with stochastic disturbance, Markov switching and energy consumption. First, a relaxed practical fixed-time stability theorem is established for stochastic systems, which improves the range of the convergence parameter and the accuracy...

Yu-Hua Gao, Cheng Hu, Juan Yu et al. · 0 citations

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