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PAN: Pulse Ansatz on NISQ Machines


Aug 02, 2022
Zhiding Liang, Jinglei Cheng, Hang Ren, Hanrui Wang, Fei Hua, Yongshan Ding, Fred Chong, Song Han, Yiyu Shi, Xuehai Qian

* 13 pages, 13 figures 

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On-Device Training Under 256KB Memory


Jul 14, 2022
Ji Lin, Ligeng Zhu, Wei-Ming Chen, Wei-Chen Wang, Chuang Gan, Song Han


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RobustAnalog: Fast Variation-Aware Analog Circuit Design Via Multi-task RL


Jul 13, 2022
Wei Shi, Hanrui Wang, Jiaqi Gu, Mingjie Liu, David Pan, Song Han, Nan Sun


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MME-CRS: Multi-Metric Evaluation Based on Correlation Re-Scaling for Evaluating Open-Domain Dialogue


Jun 19, 2022
Pengfei Zhang, Xiaohui Hu, Kaidong Yu, Jian Wang, Song Han, Cao Liu, Chunyang Yuan

* 7 pages, 1 figure, 6 tables 

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EfficientViT: Enhanced Linear Attention for High-Resolution Low-Computation Visual Recognition


May 29, 2022
Han Cai, Chuang Gan, Song Han


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BEVFusion: Multi-Task Multi-Sensor Fusion with Unified Bird's-Eye View Representation


May 26, 2022
Zhijian Liu, Haotian Tang, Alexander Amini, Xinyu Yang, Huizi Mao, Daniela Rus, Song Han

* The first two authors contributed equally to this work. Project page: https://bevfusion.mit.edu 

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Lite Pose: Efficient Architecture Design for 2D Human Pose Estimation


May 03, 2022
Yihan Wang, Muyang Li, Han Cai, Wei-Ming Chen, Song Han

* IEEE / CVF Computer Vision and Pattern Recognition Conference (CVPR) 2022 
* 11 pages 

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PVNAS: 3D Neural Architecture Search with Point-Voxel Convolution


Apr 26, 2022
Zhijian Liu, Haotian Tang, Shengyu Zhao, Kevin Shao, Song Han

* Journal extension of arXiv:1907.03739 and arXiv:2007.16100 (IEEE TPAMI, 2021). The first two authors contributed equally to this work 

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Enable Deep Learning on Mobile Devices: Methods, Systems, and Applications


Apr 25, 2022
Han Cai, Ji Lin, Yujun Lin, Zhijian Liu, Haotian Tang, Hanrui Wang, Ligeng Zhu, Song Han

* ACM Transactions on Design Automation of Electronic Systems (TODAES), Volume 27, Issue 3, Article 20, Page 1-50, 2021 
* Journal preprint (ACM TODAES, 2021). The first seven authors contributed equally to this work and are listed in the alphabetical order 

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