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GNN is a Counter? Revisiting GNN for Question Answering



Kuan Wang , Yuyu Zhang , Diyi Yang , Le Song , Tao Qin


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TSM: Temporal Shift Module for Efficient and Scalable Video Understanding on Edge Device



Ji Lin , Chuang Gan , Kuan Wang , Song Han

* Journal preprint of arXiv:1811.08383 (TPAMI, 2020). arXiv admin note: substantial text overlap with arXiv:1910.00932 

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How to Design Sample and Computationally Efficient VQA Models



Karan Samel , Zelin Zhao , Binghong Chen , Kuan Wang , Robin Luo , Le Song

* 20 pages, 5 figures 

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Hardware-Centric AutoML for Mixed-Precision Quantization



Kuan Wang , Zhijian Liu , Yujun Lin , Ji Lin , Song Han

* International Journal of Computer Vision (IJCV), 2020 
* Journal preprint of arXiv:1811.08886 (IJCV, 2020). The first three authors contributed equally to this work. Project page: https://hanlab.mit.edu/projects/haq/ 

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APQ: Joint Search for Network Architecture, Pruning and Quantization Policy



Tianzhe Wang , Kuan Wang , Han Cai , Ji Lin , Zhijian Liu , Song Han

* Accepted by CVPR 2020 

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GCN-RL Circuit Designer: Transferable Transistor Sizing with Graph Neural Networks and Reinforcement Learning



Hanrui Wang , Kuan Wang , Jiacheng Yang , Linxiao Shen , Nan Sun , Hae-Seung Lee , Song Han

* Accepted to the 57th Design Automation Conference (DAC 2020); 6 pages, 8 figures 

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Design Automation for Efficient Deep Learning Computing



Song Han , Han Cai , Ligeng Zhu , Ji Lin , Kuan Wang , Zhijian Liu , Yujun Lin


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HAQ: Hardware-Aware Automated Quantization



Kuan Wang , Zhijian Liu , Yujun Lin , Ji Lin , Song Han

* The first three authors contributed equally to this work. Project page: https://hanlab.mit.edu/projects/haq/ 

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