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Training with Multi-Layer Embeddings for Model Reduction


Jun 10, 2020
Benjamin Ghaemmaghami, Zihao Deng, Benjamin Cho, Leo Orshansky, Ashish Kumar Singh, Mattan Erez, Michael Orshansky

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* 10 pages, 3 figures 

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FlexSA: Flexible Systolic Array Architecture for Efficient Pruned DNN Model Training


Apr 27, 2020
Sangkug Lym, Mattan Erez

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DeLTA: GPU Performance Model for Deep Learning Applications with In-depth Memory System Traffic Analysis


Apr 02, 2019
Sangkug Lym, Donghyuk Lee, Mike O'Connor, Niladrish Chatterjee, Mattan Erez

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PruneTrain: Gradual Structured Pruning from Scratch for Faster Neural Network Training


Jan 26, 2019
Sangkug Lym, Esha Choukse, Siavash Zangeneh, Wei Wen, Mattan Erez, Sujay Shanghavi

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Mini-batch Serialization: CNN Training with Inter-layer Data Reuse


Sep 30, 2018
Sangkug Lym, Armand Behroozi, Wei Wen, Ge Li, Yongkee Kwon, Mattan Erez

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* 10pages 

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