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All-in-One: A Highly Representative DNN Pruning Framework for Edge Devices with Dynamic Power Management


Dec 09, 2022
Yifan Gong, Zheng Zhan, Pu Zhao, Yushu Wu, Chao Wu, Caiwen Ding, Weiwen Jiang, Minghai Qin, Yanzhi Wang

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QuEst: Graph Transformer for Quantum Circuit Reliability Estimation


Oct 30, 2022
Hanrui Wang, Pengyu Liu, Jinglei Cheng, Zhiding Liang, Jiaqi Gu, Zirui Li, Yongshan Ding, Weiwen Jiang, Yiyu Shi, Xuehai Qian, David Z. Pan, Frederic T. Chong, Song Han

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* ICCAD 2022; 10 pages, 10 figures; code at https://github.com/mit-han-lab/torchquantum 

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Towards Real-Time Temporal Graph Learning


Oct 12, 2022
Deniz Gurevin, Mohsin Shan, Tong Geng, Weiwen Jiang, Caiwen Ding, Omer Khan

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Towards Sparsification of Graph Neural Networks


Sep 11, 2022
Hongwu Peng, Deniz Gurevin, Shaoyi Huang, Tong Geng, Weiwen Jiang, Omer Khan, Caiwen Ding

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* ICCD 2022 Paper 

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A Length Adaptive Algorithm-Hardware Co-design of Transformer on FPGA Through Sparse Attention and Dynamic Pipelining


Aug 07, 2022
Hongwu Peng, Shaoyi Huang, Shiyang Chen, Bingbing Li, Tong Geng, Ang Li, Weiwen Jiang, Wujie Wen, Jinbo Bi, Hang Liu, Caiwen Ding

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* 2022 59th ACM/IEEE Design Automation Conference (DAC) 

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Quantum Neural Network Compression


Jul 05, 2022
Zhirui Hu, Peiyan Dong, Zhepeng Wang, Youzuo Lin, Yanzhi Wang, Weiwen Jiang

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The Larger The Fairer? Small Neural Networks Can Achieve Fairness for Edge Devices


Feb 23, 2022
Yi Sheng, Junhuan Yang, Yawen Wu, Kevin Mao, Yiyu Shi, Jingtong Hu, Weiwen Jiang, Lei Yang

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* Accepted by DAC'22 

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Automated Architecture Search for Brain-inspired Hyperdimensional Computing


Feb 11, 2022
Junhuan Yang, Yi Sheng, Sizhe Zhang, Ruixuan Wang, Kenneth Foreman, Mikell Paige, Xun Jiao, Weiwen Jiang, Lei Yang

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One Proxy Device Is Enough for Hardware-Aware Neural Architecture Search


Nov 03, 2021
Bingqian Lu, Jianyi Yang, Weiwen Jiang, Yiyu Shi, Shaolei Ren

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* Proc. ACM Meas. Anal. Comput. Syst., vol. 5, no. 3, Article 34, December 2021 
* Accepted by the ACM SIGMETRICS 2022. Published in the Proceedings of the ACM on Measurement and Analysis of Computing Systems, vol. 5, no. 3, Article 34, December 2021. GitHub: https://github.com/Ren-Research/OneProxy 

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