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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

Mengxiang Liu

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Open access 2026

Enhancing cyber resilience of high-renewable power systems: Threat pathways and targeted countermeasures

This study presents MRGIoT (Manipulation of Renewable Generation via IoT botnet), a framework designed to evaluate which RGUs are most significant to the supply-demand balance and potentially capable of causing grid disruption, and clear and actionable guidance for strengthening the security and resilience of future ne...

Yi-Fan Liu, Mengxiang Liu, Wenxuan Ma et al. · 0 citations
Open access Jul 2026

Breaking Flow-Matching Embodied Policies with Trajectory-Coupled Adversarial Perturbations

Results support a bounded conclusion: flow-rollout coupling provides additional optimization signal for the evaluated $\tau$-indexed ordinary differential equation (ODE) rollouts, but broader architectural generalization and defense effectiveness require future extensive studies.

Mengxiang Liu, Ruilong Deng, Rong Guo et al. · 0 citations

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