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



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

* Accepted by DAC'22 

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Automated Architecture Search for Brain-inspired Hyperdimensional Computing



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



Bingqian Lu , Jianyi Yang , Weiwen Jiang , Yiyu Shi , Shaolei Ren

* 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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RMSMP: A Novel Deep Neural Network Quantization Framework with Row-wise Mixed Schemes and Multiple Precisions



Sung-En Chang , Yanyu Li , Mengshu Sun , Weiwen Jiang , Sijia Liu , Yanzhi Wang , Xue Lin

* Accepted by International Conference on Computer Vision 2021 (ICCV 2021) 

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Detecting Gender Bias in Transformer-based Models: A Case Study on BERT



Bingbing Li , Hongwu Peng , Rajat Sainju , Junhuan Yang , Lei Yang , Yueying Liang , Weiwen Jiang , Binghui Wang , Hang Liu , Caiwen Ding


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RADARS: Memory Efficient Reinforcement Learning Aided Differentiable Neural Architecture Search



Zheyu Yan , Weiwen Jiang , Xiaobo Sharon Hu , Yiyu Shi


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Exploration of Quantum Neural Architecture by Mixing Quantum Neuron Designs



Zhepeng Wang , Zhiding Liang , Shanglin Zhou , Caiwen Ding , Jinjun Xiong , Yiyu Shi , Weiwen Jiang


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Can Noise on Qubits Be Learned in Quantum Neural Network? A Case Study on QuantumFlow



Zhiding Liang , Zhepeng Wang , Junhuan Yang , Lei Yang , Jinjun Xiong , Yiyu Shi , Weiwen Jiang


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A Compression-Compilation Framework for On-mobile Real-time BERT Applications



Wei Niu , Zhenglun Kong , Geng Yuan , Weiwen Jiang , Jiexiong Guan , Caiwen Ding , Pu Zhao , Sijia Liu , Bin Ren , Yanzhi Wang

* arXiv admin note: substantial text overlap with arXiv:2009.06823 

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