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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

Dhabaleswar K. Panda

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Preprint Aug 2026

Accelerating Data Preprocessing for Efficient Vision Model Inference on Jetson Edge Device

Data preprocessing is a crucial part of deep learning workflows on edge devices. However, decoding data saved in JPEG format is very compute-intensive and occupies a major portion of the preprocessing pipeline. Therefore, increasing the decoding speed is vital for improving overall throughput, especially for inputs wit...

Tianrun Chen, Nawras Alnaasan, Jinghan Yao et al. · 0 citations
Book Open access Jul 2026

HAT-MPI: Hierarchical Auto Tuning of MPI Inter-Node Communication on InfiniBand Clusters

This work presents HAT-MPI, an ML-based framework that identifies the UCX Eager-Rendezvous protocol threshold and the optimal collective algorithm on InfiniBand HPC clusters and introduces two complementary techniques that improve the conventional data collection and evaluation workflow, namely LLM-assisted HPC hardwar...

Sungjae Lee, Sam Tilford, Dhabaleswar K. Panda · 0 citations

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