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Dancing along Battery: Enabling Transformer with Run-time Reconfigurability on Mobile Devices


Feb 12, 2021
Yuhong Song, Weiwen Jiang, Bingbing Li, Panjie Qi, Qingfeng Zhuge, Edwin Hsing-Mean Sha, Sakyasingha Dasgupta, Yiyu Shi, Caiwen Ding

* 7 pages, 5 figures 

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A Surrogate Lagrangian Relaxation-based Model Compression for Deep Neural Networks


Dec 18, 2020
Deniz Gurevin, Shanglin Zhou, Lynn Pepin, Bingbing Li, Mikhail Bragin, Caiwen Ding, Fei Miao


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Efficient Transformer-based Large Scale Language Representations using Hardware-friendly Block Structured Pruning


Oct 08, 2020
Bingbing Li, Zhenglun Kong, Tianyun Zhang, Ji Li, Zhengang Li, Hang Liu, Caiwen Ding

* Accepted to Findings of EMNLP 2020 

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FTRANS: Energy-Efficient Acceleration of Transformers using FPGA


Jul 16, 2020
Bingbing Li, Santosh Pandey, Haowen Fang, Yanjun Lyv, Ji Li, Jieyang Chen, Mimi Xie, Lipeng Wan, Hang Liu, Caiwen Ding

* 7 pages, 7 figures 

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