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Automatic Routability Predictor Development Using Neural Architecture Search

Dec 03, 2020
Jingyu Pan, Chen-Chia Chang, Tunhou Zhang, Zhiyao Xie, Jiang Hu, Weiyi Qi, Chung-Wei Lin, Rongjian Liang, Joydeep Mitra, Elias Fallon, Yiran Chen

* 7 pages, 5 figures, submitted to DAC'21 

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Net2: A Graph Attention Network Method Customized for Pre-Placement Net Length Estimation

Nov 27, 2020
Zhiyao Xie, Rongjian Liang, Xiaoqing Xu, Jiang Hu, Yixiao Duan, Yiran Chen

* 2021 Asia and South Pacific Design Automation Conference (ASP-DAC 2021) 

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PowerNet: Transferable Dynamic IR Drop Estimation via Maximum Convolutional Neural Network

Nov 26, 2020
Zhiyao Xie, Haoxing Ren, Brucek Khailany, Ye Sheng, Santosh Santosh, Jiang Hu, Yiran Chen

* 2020 Asia and South Pacific Design Automation Conference (ASP-DAC 2020) 

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FIST: A Feature-Importance Sampling and Tree-Based Method for Automatic Design Flow Parameter Tuning

Nov 26, 2020
Zhiyao Xie, Guan-Qi Fang, Yu-Hung Huang, Haoxing Ren, Yanqing Zhang, Brucek Khailany, Shao-Yun Fang, Jiang Hu, Yiran Chen, Erick Carvajal Barboza

* 2020 Asia and South Pacific Design Automation Conference (ASP-DAC 2020) 

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Fast IR Drop Estimation with Machine Learning

Nov 26, 2020
Zhiyao Xie, Hai Li, Xiaoqing Xu, Jiang Hu, Yiran Chen

* 2020 International Conference On Computer Aided Design (ICCAD 2020) 

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Automatic Microprocessor Performance Bug Detection

Nov 19, 2020
Erick Carvajal Barboza, Sara Jacob, Mahesh Ketkar, Michael Kishinevsky, Paul Gratz, Jiang Hu

* 14 pages, 13 figures, to appear in the 27th International Symposium on High-Performance Computer Architecture (HPCA 2021) 

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