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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

Sankalpa Timilsina

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2 papers indexed here

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Aug 2026

Secure Point Cloud Streaming with Learning-Based Super-Resolution

This work designs a system that downsamples point cloud content at the origin server and applies partial encryption, and integrates this pipeline into an adaptive bitrate (ABR) streaming client, which enables the system to dynamically select among multiple resolution levels and apply Super-Resolution (SR) to enhance de...

Mohammad Waquas Usmani, Sankalpa Timilsina, Michael Zink et al. · 1 citation
#machine learning Open access Dec 2025

Secure AI-Driven Super-Resolution for Real-Time Mixed Reality Applications

This work designs a system that downsamples point cloud content at the origin server and applies partial encryption at the client, and decrypted and upscaled using an ML-based super-resolution model, which effectively reconstructs the original full-resolution point clouds with minimal error and modest inference time.

Mohammad Waquas Usmani, Sankalpa Timilsina, Michael Zink et al. · 2 citations

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