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CHEX: CHannel EXploration for CNN Model Compression



Zejiang Hou , Minghai Qin , Fei Sun , Xiaolong Ma , Kun Yuan , Yi Xu , Yen-Kuang Chen , Rong Jin , Yuan Xie , Sun-Yuan Kung

* Accepted to CVPR 2022 

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SPViT: Enabling Faster Vision Transformers via Soft Token Pruning



Zhenglun Kong , Peiyan Dong , Xiaolong Ma , Xin Meng , Wei Niu , Mengshu Sun , Bin Ren , Minghai Qin , Hao Tang , Yanzhi Wang

* 8 pages 

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Compact Multi-level Sparse Neural Networks with Input Independent Dynamic Rerouting



Minghai Qin , Tianyun Zhang , Fei Sun , Yen-Kuang Chen , Makan Fardad , Yanzhi Wang , Yuan Xie


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Load-balanced Gather-scatter Patterns for Sparse Deep Neural Networks



Fei Sun , Minghai Qin , Tianyun Zhang , Xiaolong Ma , Haoran Li , Junwen Luo , Zihao Zhao , Yen-Kuang Chen , Yuan Xie


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MEST: Accurate and Fast Memory-Economic Sparse Training Framework on the Edge



Geng Yuan , Xiaolong Ma , Wei Niu , Zhengang Li , Zhenglun Kong , Ning Liu , Yifan Gong , Zheng Zhan , Chaoyang He , Qing Jin , Siyue Wang , Minghai Qin , Bin Ren , Yanzhi Wang , Sijia Liu , Xue Lin

* NeurIPS 2021 Spotlight Paper 

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Sanity Checks for Lottery Tickets: Does Your Winning Ticket Really Win the Jackpot?



Xiaolong Ma , Geng Yuan , Xuan Shen , Tianlong Chen , Xuxi Chen , Xiaohan Chen , Ning Liu , Minghai Qin , Sijia Liu , Zhangyang Wang , Yanzhi Wang


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Effective Model Sparsification by Scheduled Grow-and-Prune Methods



Xiaolong Ma , Minghai Qin , Fei Sun , Zejiang Hou , Kun Yuan , Yi Xu , Yanzhi Wang , Yen-Kuang Chen , Rong Jin , Yuan Xie


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Computation on Sparse Neural Networks: an Inspiration for Future Hardware



Fei Sun , Minghai Qin , Tianyun Zhang , Liu Liu , Yen-Kuang Chen , Yuan Xie

* 9 pages, 3 figures 

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A Unified DNN Weight Compression Framework Using Reweighted Optimization Methods



Tianyun Zhang , Xiaolong Ma , Zheng Zhan , Shanglin Zhou , Minghai Qin , Fei Sun , Yen-Kuang Chen , Caiwen Ding , Makan Fardad , Yanzhi Wang


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Learning in the Frequency Domain



Kai Xu , Minghai Qin , Fei Sun , Yuhao Wang , Yen-Kuang Chen , Fengbo Ren

* Accepted to CVPR 2020; https://github.com/calmevtime/DCTNet 

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