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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

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Amartya Ranjan Saikia

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Book Open access Sep 2026

Pagoda: Time and Energy Rooflines for DNN Workloads on Edge Accelerators Across Power Modes

Edge accelerators such as Nvidia Jetsons are an integral part of the computing continuum, and are used for DNN inference and training. Jetson edge devices have 2000+ CUDA cores within a 70W power envelope and offer 1000s of power modes to customize CPU, GPU and memory frequencies, enabling diverse power–performance tra...

P. K, Kunal Kumar Sahoo, Amartya Ranjan Saikia et al. · 0 citations
#edge computing Book Open access Sep 2026

Pagoda: Time and Energy Rooflines for DNN Workloads on Edge Accelerators Across Power Modes

This work develops time and energy roofline characterizations for Orin AGX across power modes, coupled with analytical models of compute and memory for DNN inference, and extends these models to DNN training, and demonstrates power-mode tuning that achieves up to \(15\%\) lower energy with small inference-time impact f...

P. K, Kunal Kumar Sahoo, Amartya Ranjan Saikia et al. · 0 citations

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