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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

Jinwen Xin

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Preprint Sep 2026

RAMP: Reversing Adversarial Perturbations to Strengthen Clean-Label Backdoor Attacks against Malware Detectors

RAMP is proposed, an attack enhancement method that uses a genetic algorithm to optimize reversed adversarial perturbations under black-box access and then injects them through functionality-preserving binary manipulations, which substantially improves attack effectiveness over trigger-only baselines.

Jin-Wen Xin, Dong-Ni Zhang, Chen-Yang Wang et al. · 0 citations
Review Open access Jul 2026

Mechanisms of Macrophage Glycolytic Reprogramming and Interventional Effects of Traditional Chinese Medicine on Renal Fibrosis

A narrative review elaborates the molecular mechanisms of macrophage glycolytic reprogramming in renal fibrosis and summarizes preclinical research on TCM interventions, while clarifying current research deficiencies and future directions.

Jinwen Xin, Zhen Chen, Zilong Yan et al. · 0 citations

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