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add 3 systems papers
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siddharth9820 committed Sep 26, 2024
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26 changes: 26 additions & 0 deletions _publications/2023-05-15-axonn-pipelining.ipdps.md
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---
title: "AxoNN: An asynchronous, message-driven parallel framework for extreme-scale deep learning"
collection: publications
category: conferences
permalink:
excerpt: ""
author_list: '<b>S. Singh</b>, A. Bhatele'
date: 2022-05-30
venue: "2022 IEEE International Parallel and Distributed Processing Symposium (IPDPS)"
paperurl: 'https://ieeexplore.ieee.org/abstract/document/9820664'
pdf: /publications/paper_pdfs/axonn_pp.pdf
citation: |
@INPROCEEDINGS{9820664,
author={Singh, Siddharth and Bhatele, Abhinav},
booktitle={2022 IEEE International Parallel and Distributed Processing Symposium (IPDPS)},
title={AxoNN: An asynchronous, message-driven parallel framework for extreme-scale deep learning},
year={2022},
volume={},
number={},
pages={606-616},
keywords={Training;Deep learning;Schedules;Neural networks;Memory management;Graphics processing units;Clustering algorithms;parallel deep learning;asynchrony;message driven scheduling;memory optimizations},
doi={10.1109/IPDPS53621.2022.00065}}
---


25 changes: 25 additions & 0 deletions _publications/2023-05-15-axonn-pruning-ipdps.md
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---
title: "Exploiting sparsity in pruned neural networks to optimize large model training"
collection: publications
category: conferences
permalink:
excerpt: ""
author_list: '<b>S. Singh</b>, A. Bhatele'
date: 2023-05-15
venue: "2023 IEEE International Parallel and Distributed Processing Symposium (IPDPS)"
paperurl: 'https://ieeexplore.ieee.org/abstract/document/10177389'
pdf: /publications/paper_pdfs/axonn_pruning.pdf
citation: |
@INPROCEEDINGS{10177389,
author={Singh, Siddharth and Bhatele, Abhinav},
booktitle={2023 IEEE International Parallel and Distributed Processing Symposium (IPDPS)},
title={Exploiting Sparsity in Pruned Neural Networks to Optimize Large Model Training},
year={2023},
volume={},
number={},
pages={245-255},
keywords={Deep learning;Training;Artificial satellites;Computational modeling;Neural networks;Memory management;Parallel processing;lottery ticket hypothesis;sparse computations;GPUs;parallel deep learning;memory optimizations},
doi={10.1109/IPDPS54959.2023.00033}}
---


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