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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

V. Naresh

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Open access Sep 2026

Provably secure federated learning with ECCDH-based group key agreement for enhanced privacy in collaborative model training

Federated Learning (FL) facilitates collaborative training of models without exchanging any data, thereby ensuring data locality. However, the exchange of local model updates is still susceptible to attacks such as gradient inference, model reconstruction, man-in-the-middle, replay, and tampering, which create consider...

V. Naresh, Sivaranjani Reddi, M. H. M. Krishna Prasad · 0 citations
Open access Jul 2026

Data-driven road safety enhancement: neural network–based accident classification and safe route identification using spatial network analysis

The proposed framework combines accident severity prediction with GPS-enabled spatial network analysis to identify high-risk road segments and recommend safer alternative routes and enhanced emergency response within intelligent transportation environments.

V. Naresh, Ayyappa Dullam · 0 citations

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