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MLPruning: A Multilevel Structured Pruning Framework for Transformer-based Models

May 30, 2021
Zhewei Yao, Linjian Ma, Sheng Shen, Kurt Keutzer, Michael W. Mahoney

* 20 pages, 4 figures, 9 tables 

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Fast and Accurate Randomized Algorithms for Low-rank Tensor Decompositions

Apr 02, 2021
Linjian Ma, Edgar Solomonik

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Q-BERT: Hessian Based Ultra Low Precision Quantization of BERT

Sep 25, 2019
Sheng Shen, Zhen Dong, Jiayu Ye, Linjian Ma, Zhewei Yao, Amir Gholami, Michael W. Mahoney, Kurt Keutzer

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Inefficiency of K-FAC for Large Batch Size Training

Mar 14, 2019
Linjian Ma, Gabe Montague, Jiayu Ye, Zhewei Yao, Amir Gholami, Kurt Keutzer, Michael W. Mahoney

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