Author

Pranjal Naman

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Preprint Sep 2026

TrafficFab: An Autonomic Edge-Cloud Testbed Fabric forAI-Driven Traffic Management

Traffic management in emerging megacities requires real-time analytics over thousands of CCTV video streams under latency, bandwidth, compute and energy constraints. We present TrafficFab, an autonomic edge--cloud testbed for AI-driven traffic management, designed to validate a representative slice of a megacity deploy...

Mayank Arya, Pranjal Naman, Priyanshu Pansari et al. · 0 citations

Jul 2026

Taurus: Accelerating Out-of-Core Graph Neural Network Inference on Billion-Scale Graphs

Taurus is presented, a single-machine system for GNN inference on graphs that do not fit in RAM, supporting both full-graph inference and fanout-sampled inference, and outperforms the strongest layer-wise baseline, DGI.

Pranjal Naman, Yogesh L. Simmhan · arXiv.org · 0 citations