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Drawing Robust Scratch Tickets: Subnetworks with Inborn Robustness Are Found within Randomly Initialized Networks


Nov 06, 2021
Yonggan Fu, Qixuan Yu, Yang Zhang, Shang Wu, Xu Ouyang, David Cox, Yingyan Lin

* Accepted at NeurIPS 2021 

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RT-RCG: Neural Network and Accelerator Search Towards Effective and Real-time ECG Reconstruction from Intracardiac Electrograms


Nov 04, 2021
Yongan Zhang, Anton Banta, Yonggan Fu, Mathews M. John, Allison Post, Mehdi Razavi, Joseph Cavallaro, Behnaam Aazhang, Yingyan Lin

* JETC Special issue on Hardware-Aware Learning for Medical Applications (Waiting assignment to batch) 

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2-in-1 Accelerator: Enabling Random Precision Switch for Winning Both Adversarial Robustness and Efficiency


Sep 21, 2021
Yonggan Fu, Yang Zhao, Qixuan Yu, Chaojian Li, Yingyan Lin

* Accepted at MICRO 2021 

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G-CoS: GNN-Accelerator Co-Search Towards Both Better Accuracy and Efficiency


Sep 18, 2021
Yongan Zhang, Haoran You, Yonggan Fu, Tong Geng, Ang Li, Yingyan Lin

* Accepted at ICCAD 2021 

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O-HAS: Optical Hardware Accelerator Search for Boosting Both Acceleration Performance and Development Speed


Aug 17, 2021
Mengquan Li, Zhongzhi Yu, Yongan Zhang, Yonggan Fu, Yingyan Lin

* Accepted at ICCAD 2021 

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DANCE: DAta-Network Co-optimization for Efficient Segmentation Model Training and Inference


Jul 16, 2021
Chaojian Li, Wuyang Chen, Yuchen Gu, Tianlong Chen, Yonggan Fu, Zhangyang Wang, Yingyan Lin

* 16 pages, 6 figures 

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A3C-S: Automated Agent Accelerator Co-Search towards Efficient Deep Reinforcement Learning


Jun 11, 2021
Yonggan Fu, Yongan Zhang, Chaojian Li, Zhongzhi Yu, Yingyan Lin

* Accepted at DAC 2021. arXiv admin note: text overlap with arXiv:2012.13091 

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Auto-NBA: Efficient and Effective Search Over the Joint Space of Networks, Bitwidths, and Accelerators


Jun 11, 2021
Yonggan Fu, Yongan Zhang, Yang Zhang, David Cox, Yingyan Lin

* Accepted at ICML 2021 

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InstantNet: Automated Generation and Deployment of Instantaneously Switchable-Precision Networks


Apr 22, 2021
Yonggan Fu, Zhongzhi Yu, Yongan Zhang, Yifan Jiang, Chaojian Li, Yongyuan Liang, Mingchao Jiang, Zhangyang Wang, Yingyan Lin

* Accepted at DAC 2021 

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HW-NAS-Bench:Hardware-Aware Neural Architecture Search Benchmark


Mar 19, 2021
Chaojian Li, Zhongzhi Yu, Yonggan Fu, Yongan Zhang, Yang Zhao, Haoran You, Qixuan Yu, Yue Wang, Yingyan Lin

* Accepted at ICLR 2021 (Spotlight) 

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CPT: Efficient Deep Neural Network Training via Cyclic Precision


Jan 25, 2021
Yonggan Fu, Han Guo, Meng Li, Xin Yang, Yining Ding, Vikas Chandra, Yingyan Lin

* Accepted at ICLR 2021 (Spotlight) 

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SmartDeal: Re-Modeling Deep Network Weights for Efficient Inference and Training


Jan 04, 2021
Xiaohan Chen, Yang Zhao, Yue Wang, Pengfei Xu, Haoran You, Chaojian Li, Yonggan Fu, Yingyan Lin, Zhangyang Wang

* arXiv admin note: substantial text overlap with arXiv:2005.03403 

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Auto-Agent-Distiller: Towards Efficient Deep Reinforcement Learning Agents via Neural Architecture Search


Dec 25, 2020
Yonggan Fu, Zhongzhi Yu, Yongan Zhang, Yingyan Lin


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FracTrain: Fractionally Squeezing Bit Savings Both Temporally and Spatially for Efficient DNN Training


Dec 24, 2020
Yonggan Fu, Haoran You, Yang Zhao, Yue Wang, Chaojian Li, Kailash Gopalakrishnan, Zhangyang Wang, Yingyan Lin

* Accepted at NeurIPS 2020 

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DNA: Differentiable Network-Accelerator Co-Search


Oct 28, 2020
Yongan Zhang, Yonggan Fu, Weiwen Jiang, Chaojian Li, Haoran You, Meng Li, Vikas Chandra, Yingyan Lin


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AutoGAN-Distiller: Searching to Compress Generative Adversarial Networks


Jul 06, 2020
Yonggan Fu, Wuyang Chen, Haotao Wang, Haoran Li, Yingyan Lin, Zhangyang Wang

* Accepted at ICML2020 

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SmartExchange: Trading Higher-cost Memory Storage/Access for Lower-cost Computation


May 08, 2020
Yang Zhao, Xiaohan Chen, Yue Wang, Chaojian Li, Haoran You, Yonggan Fu, Yuan Xie, Zhangyang Wang, Yingyan Lin

* Accepted by 47th International Symposium on Computer Architecture (ISCA'2020) 

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Fractional Skipping: Towards Finer-Grained Dynamic CNN Inference


Jan 03, 2020
Jianghao Shen, Yonggan Fu, Yue Wang, Pengfei Xu, Zhangyang Wang, Yingyan Lin


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Drawing early-bird tickets: Towards more efficient training of deep networks


Sep 26, 2019
Haoran You, Chaojian Li, Pengfei Xu, Yonggan Fu, Yue Wang, Xiaohan Chen, Yingyan Lin, Zhangyang Wang, Richard G. Baraniuk


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