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CoSA: Scheduling by Constrained Optimization for Spatial Accelerators


May 05, 2021
Qijing Huang, Minwoo Kang, Grace Dinh, Thomas Norell, Aravind Kalaiah, James Demmel, John Wawrzynek, Yakun Sophia Shao

* in Proceedings of the International Symposium on Computer Architecture (ISCA), 2021 

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HAO: Hardware-aware neural Architecture Optimization for Efficient Inference


Apr 26, 2021
Zhen Dong, Yizhao Gao, Qijing Huang, John Wawrzynek, Hayden K. H. So, Kurt Keutzer

* FCCM 2021 

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CoDeNet: Algorithm-hardware Co-design for Deformable Convolution


Jun 12, 2020
Zhen Dong, Dequan Wang, Qijing Huang, Yizhao Gao, Yaohui Cai, Bichen Wu, Kurt Keutzer, John Wawrzynek

* https://github.com/DequanWang/CoDeNet. arXiv admin note: text overlap with arXiv:2002.08357 

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ProTuner: Tuning Programs with Monte Carlo Tree Search


May 27, 2020
Ameer Haj-Ali, Hasan Genc, Qijing Huang, William Moses, John Wawrzynek, Krste Asanović, Ion Stoica


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AutoPhase: Juggling HLS Phase Orderings in Random Forests with Deep Reinforcement Learning


Mar 04, 2020
Qijing Huang, Ameer Haj-Ali, William Moses, John Xiang, Ion Stoica, Krste Asanovic, John Wawrzynek

* arXiv admin note: text overlap with arXiv:1901.04615 

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Algorithm-hardware Co-design for Deformable Convolution


Feb 19, 2020
Qijing Huang, Dequan Wang, Yizhao Gao, Yaohui Cai, Zhen Dong, Bichen Wu, Kurt Keutzer, John Wawrzynek


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AutoPhase: Compiler Phase-Ordering for High Level Synthesis with Deep Reinforcement Learning


Jan 15, 2019
Ameer Haj-Ali, Qijing Huang, William Moses, John Xiang, Ion Stoica, Krste Asanovic, John Wawrzynek


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Synetgy: Algorithm-hardware Co-design for ConvNet Accelerators on Embedded FPGAs


Nov 21, 2018
Yifan Yang, Qijing Huang, Bichen Wu, Tianjun Zhang, Liang Ma, Giulio Gambardella, Michaela Blott, Luciano Lavagno, Kees Vissers, John Wawrzynek, Kurt Keutzer

* To appear in the 27th International Symposium on Field-Programmable Gate Arrays, February 2019 

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