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Bit-Parallel Vector Composability for Neural Acceleration


Apr 11, 2020
Soroush Ghodrati, Hardik Sharma, Cliff Young, Nam Sung Kim, Hadi Esmaeilzadeh


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Pipe-SGD: A Decentralized Pipelined SGD Framework for Distributed Deep Net Training


Nov 08, 2018
Youjie Li, Mingchao Yu, Songze Li, Salman Avestimehr, Nam Sung Kim, Alexander Schwing


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GradiVeQ: Vector Quantization for Bandwidth-Efficient Gradient Aggregation in Distributed CNN Training


Nov 08, 2018
Mingchao Yu, Zhifeng Lin, Krishna Narra, Songze Li, Youjie Li, Nam Sung Kim, Alexander Schwing, Murali Annavaram, Salman Avestimehr


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GANAX: A Unified MIMD-SIMD Acceleration for Generative Adversarial Networks


May 10, 2018
Amir Yazdanbakhsh, Hajar Falahati, Philip J. Wolfe, Kambiz Samadi, Nam Sung Kim, Hadi Esmaeilzadeh

* Proceedings of the 45th International Symposium on Computer Architecture (ISCA), 2018 

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