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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

Renwan Bi

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2 papers indexed here

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Conference Aug 2026

4D-KDE: A Lightweight Defense Framework Against Data Poisoning Attacks in Crowdsensing with Local Differential Privacy

Local differential privacy (LDP) can mask poisoning behavior in crowdsensing by making poisoned sensory data difficult to distinguish from benign sensory data, which in turn makes malicious workers difficult to identify and undermines reliable truth discovery. Conventional value based defenses lose discriminative power...

Hai-Shui Zhong, Yuan-Yuan Zhang, Jia-Yi Huang et al. · 0 citations
Conference Aug 2026

A Hypergraph-Based Defense Framework Against Relational Inference in Mobile Crowdsensing

Repeated co-occurrences in worker trajectory data can expose latent relationships in mobile crowdsensing. Existing methods mainly focus on protecting individual or dyadic relationships, which inadequately capture higher-order relationships between trajectories. To address this problem, we propose a hypergraph-based def...

Yi-Jiao Huang, Yuanyuan Zhang, Jiayi Huang et al. · 0 citations

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