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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

Mounika Mellamarthi

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2 papers indexed here

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Open access 2026

AP3-FedFleet: Asynchronous Federated Learning With Dynamic Layer-Wise Privacy Protection for Heterogeneous IoT Systems

Federated learning (FL) enables multiple devices to collaboratively train machine learning models without sharing raw data, making it well-suited for Internet of Things (IoT) applications. However, this approach is not fully secure, as the exchanged gradients can still leak sensitive information. Attacks such as Deep L...

Mounika Mellamarthi, Ammar Summaq, Mukkara Prasanna Kumar et al. · 0 citations
Conference Jul 2026

Towards Secure IoT: A Lightweight PUF-Based Proximity-Aware Authentication Protocol for Resource-Constrained IoT Devices

Internet of Things (IoT) devices face significant security challenges due to their limited computational and memory resources, making conventional cryptographic mechanisms unsuitable for many deployments. This paper presents a lightweight PUF-based proximity-aware authentication protocol designed for resource-constrain...

Abdulla Syed, Navya Sri Tulluru, Mounika Mellamarthi · 0 citations

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