Prashanthi S. K

11 papers Misc 1Journal 7Unranked 3
YearRankTypeTitle / Venue / Authors
2025 J jnl
Characterizing the Performance of Accelerated Jetson Edge Devices for Training Deep Learning Models.
CoRR
Prashanthi S. K, Sai Anuroop Kesanapalli, Yogesh Simmhan
2025 J jnl
Fulcrum: Optimizing Concurrent DNN Training and Inferencing on Edge Accelerators.
CoRR
Prashanthi S. K, Saisamarth Taluri, Pranav Gupta, Amartya Ranjan Saikia, Kunal Kumar Sahoo, Atharva Vinay Joshi, Lakshya Karwa, Kedar Dhule, Yogesh Simmhan
2025 J jnl
Pagoda: An Energy and Time Roofline Study for DNN Workloads on Edge Accelerators.
CoRR
Prashanthi S. K, Kunal Kumar Sahoo, Amartya Ranjan Saikia, Pranav Gupta, Atharva Vinay Joshi, Priyanshu Pansari, Yogesh Simmhan
2024 J jnl
PowerTrain: Fast, Generalizable Time and Power Prediction Models to Optimize DNN Training on Accelerated Edges.
CoRR
Prashanthi S. K, Saisamarth Taluri, Beautlin S, Lakshya Karwa, Yogesh Simmhan
2024 J jnl
PowerTrain: Fast, generalizable time and power prediction models to optimize DNN training on accelerated edges.
Future Gener. Comput. Syst.
Prashanthi S. K, Saisamarth Taluri, Beautlin S, Lakshya Karwa, Yogesh Simmhan
2023 — conf
Characterizing the Performance of Accelerated Jetson Edge Devices for Training Deep Learning Models.
SIGMETRICS (Abstracts)
Prashanthi S. K, Sai Anuroop Kesanapalli, Yogesh Simmhan
2023 Misc conf
Performance Characterization of Containerized DNN Training and Inference on Edge Accelerators.
HiPC
Prashanthi S. K, Vinayaka Hegde, Keerthana Patchava, Ankita Das, Yogesh Simmhan
2023 J jnl
Performance Characterization of Containerized DNN Training and Inference on Edge Accelerators.
CoRR
Prashanthi S. K, Vinayaka Hegde, Keerthana Patchava, Ankita Das, Yogesh Simmhan
2023 — conf
Towards Efficient Scheduling of Concurrent DNN Training and Inferencing on Accelerated Edges.
CCGridW
Prashanthi S. K, Vinayaka Hegde, Yogesh Simmhan
2022 — conf
Don't Miss the Train: A Case for Systems Research into Training on the Edge.
IPDPS Workshops
Prashanthi S. K, Aakash Khochare, Sai Anuroop Kesanapalli, Rahul Atul Bhope, Yogesh Simmhan
2021 J jnl
Characterizing the Performance of Accelerated Jetson Edge Devices for Training Deep Learning Models.
Proc. ACM Meas. Anal. Comput. Syst.
Prashanthi S. K, Sai Anuroop Kesanapalli, Yogesh Simmhan