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VISTA 2.0: An Open, Data-driven Simulator for Multimodal Sensing and Policy Learning for Autonomous Vehicles


Nov 23, 2021
Alexander Amini, Tsun-Hsuan Wang, Igor Gilitschenski, Wilko Schwarting, Zhijian Liu, Song Han, Sertac Karaman, Daniela Rus

* First two authors contributed equally. Code and project website is available here: https://vista.csail.mit.edu 

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MCUNetV2: Memory-Efficient Patch-based Inference for Tiny Deep Learning


Oct 28, 2021
Ji Lin, Wei-Ming Chen, Han Cai, Chuang Gan, Song Han


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RoQNN: Noise-Aware Training for Robust Quantum Neural Networks


Oct 21, 2021
Hanrui Wang, Jiaqi Gu, Yongshan Ding, Zirui Li, Frederic T. Chong, David Z. Pan, Song Han

* 19 pages, 10 figures, open-source at https://github.com/mit-han-lab/pytorch-quantum 

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Network Augmentation for Tiny Deep Learning


Oct 17, 2021
Han Cai, Chuang Gan, Ji Lin, Song Han


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TSM: Temporal Shift Module for Efficient and Scalable Video Understanding on Edge Device


Sep 27, 2021
Ji Lin, Chuang Gan, Kuan Wang, Song Han

* Journal preprint of arXiv:1811.08383 (TPAMI, 2020). arXiv admin note: substantial text overlap with arXiv:1910.00932 

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LocTex: Learning Data-Efficient Visual Representations from Localized Textual Supervision


Aug 26, 2021
Zhijian Liu, Simon Stent, Jie Li, John Gideon, Song Han

* ICCV 2021. Project page: https://loctex.mit.edu/ 

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QuantumNAS: Noise-Adaptive Search for Robust Quantum Circuits


Aug 02, 2021
Hanrui Wang, Yongshan Ding, Jiaqi Gu, Yujun Lin, David Z. Pan, Frederic T. Chong, Song Han

* 14 pages, 22 figures. Code available at https://github.com/mit-han-lab/pytorch-quantum 

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NAAS: Neural Accelerator Architecture Search


May 27, 2021
Yujun Lin, Mengtian Yang, Song Han

* Accepted by DAC'21 

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Efficient and Robust LiDAR-Based End-to-End Navigation


May 20, 2021
Zhijian Liu, Alexander Amini, Sibo Zhu, Sertac Karaman, Song Han, Daniela Rus

* ICRA 2021. The first two authors contributed equally to this work. Project page: https://le2ed.mit.edu/ 

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PatchNet -- Short-range Template Matching for Efficient Video Processing


Mar 10, 2021
Huizi Mao, Sibo Zhu, Song Han, William J. Dally


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Anycost GANs for Interactive Image Synthesis and Editing


Mar 04, 2021
Ji Lin, Richard Zhang, Frieder Ganz, Song Han, Jun-Yan Zhu

* Accepted to CVPR 2021. The code and demo are available: https://github.com/mit-han-lab/anycost-gan 

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SpAtten: Efficient Sparse Attention Architecture with Cascade Token and Head Pruning


Jan 04, 2021
Hanrui Wang, Zhekai Zhang, Song Han

* Published as a conference paper in HPCA 2021; 15 pages, 23 figures 

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IOS: Inter-Operator Scheduler for CNN Acceleration


Nov 02, 2020
Yaoyao Ding, Ligeng Zhu, Zhihao Jia, Gennady Pekhimenko, Song Han


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Searching Efficient 3D Architectures with Sparse Point-Voxel Convolution


Aug 13, 2020
Haotian Tang, Zhijian Liu, Shengyu Zhao, Yujun Lin, Ji Lin, Hanrui Wang, Song Han

* ECCV 2020. The first two authors contributed equally to this work. Project page: http://spvnas.mit.edu/ 

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Hardware-Centric AutoML for Mixed-Precision Quantization


Aug 11, 2020
Kuan Wang, Zhijian Liu, Yujun Lin, Ji Lin, Song Han

* International Journal of Computer Vision (IJCV), 2020 
* Journal preprint of arXiv:1811.08886 (IJCV, 2020). The first three authors contributed equally to this work. Project page: https://hanlab.mit.edu/projects/haq/ 

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Tiny Transfer Learning: Towards Memory-Efficient On-Device Learning


Jul 28, 2020
Han Cai, Chuang Gan, Ligeng Zhu, Song Han


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MCUNet: Tiny Deep Learning on IoT Devices


Jul 20, 2020
Ji Lin, Wei-Ming Chen, Yujun Lin, John Cohn, Chuang Gan, Song Han

* Demo video available here: https://youtu.be/YvioBgtec4U 

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Differentiable Augmentation for Data-Efficient GAN Training


Jun 18, 2020
Shengyu Zhao, Zhijian Liu, Ji Lin, Jun-Yan Zhu, Song Han


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APQ: Joint Search for Network Architecture, Pruning and Quantization Policy


Jun 15, 2020
Tianzhe Wang, Kuan Wang, Han Cai, Ji Lin, Zhijian Liu, Song Han

* Accepted by CVPR 2020 

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HAT: Hardware-Aware Transformers for Efficient Natural Language Processing


May 28, 2020
Hanrui Wang, Zhanghao Wu, Zhijian Liu, Han Cai, Ligeng Zhu, Chuang Gan, Song Han

* Accepted to ACL 2020. 14 pages, 12 figures. Code available at http://github.com/mit-han-lab/hardware-aware-transformers.git 

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MicroNet for Efficient Language Modeling


May 16, 2020
Zhongxia Yan, Hanrui Wang, Demi Guo, Song Han

* Accepted by PMLR 

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GCN-RL Circuit Designer: Transferable Transistor Sizing with Graph Neural Networks and Reinforcement Learning


Apr 30, 2020
Hanrui Wang, Kuan Wang, Jiacheng Yang, Linxiao Shen, Nan Sun, Hae-Seung Lee, Song Han

* Accepted to the 57th Design Automation Conference (DAC 2020); 6 pages, 8 figures 

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Lite Transformer with Long-Short Range Attention


Apr 24, 2020
Zhanghao Wu, Zhijian Liu, Ji Lin, Yujun Lin, Song Han

* ICLR 2020. The first two authors contributed equally to this work 

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GAN Compression: Efficient Architectures for Interactive Conditional GANs


Mar 19, 2020
Muyang Li, Ji Lin, Yaoyao Ding, Zhijian Liu, Jun-Yan Zhu, Song Han


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Training Kinetics in 15 Minutes: Large-scale Distributed Training on Videos


Oct 01, 2019
Ji Lin, Chuang Gan, Song Han


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Once for All: Train One Network and Specialize it for Efficient Deployment


Aug 26, 2019
Han Cai, Chuang Gan, Song Han


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