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Guanpeng Li

COMET: A Novel Memory-Efficient Deep Learning Training Framework by Using Error-Bounded Lossy Compression

Nov 18, 2021
Sian Jin, Chengming Zhang, Xintong Jiang, Yunhe Feng, Hui Guan, Guanpeng Li, Shuaiwen Leon Song, Dingwen Tao

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* 14 pages, 17 figures, accepted by VLDB 2022. arXiv admin note: substantial text overlap with arXiv:2011.09017

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A Novel Memory-Efficient Deep Learning Training Framework via Error-Bounded Lossy Compression

Nov 18, 2020
Sian Jin, Guanpeng Li, Shuaiwen Leon Song, Dingwen Tao

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* 11 pages, 11 figures, 1 table, accepted by PPoPP '21 as a poster

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TensorFI: A Flexible Fault Injection Framework for TensorFlow Applications

Apr 03, 2020
Zitao Chen, Niranjhana Narayanan, Bo Fang, Guanpeng Li, Karthik Pattabiraman, Nathan DeBardeleben

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* A preliminary version of this work was published in a workshop

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Ranger: Boosting Error Resilience of Deep Neural Networks through Range Restriction

Mar 30, 2020
Zitao Chen, Guanpeng Li, Karthik Pattabiraman

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* 12 pages, 10 figures

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