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DepthShrinker: A New Compression Paradigm Towards Boosting Real-Hardware Efficiency of Compact Neural Networks



Yonggan Fu , Haichuan Yang , Jiayi Yuan , Meng Li , Cheng Wan , Raghuraman Krishnamoorthi , Vikas Chandra , Yingyan Lin

* Accepted at ICML 2022 

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BiT: Robustly Binarized Multi-distilled Transformer



Zechun Liu , Barlas Oguz , Aasish Pappu , Lin Xiao , Scott Yih , Meng Li , Raghuraman Krishnamoorthi , Yashar Mehdad


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SplitNets: Designing Neural Architectures for Efficient Distributed Computing on Head-Mounted Systems



Xin Dong , Barbara De Salvo , Meng Li , Chiao Liu , Zhongnan Qu , H. T. Kung , Ziyun Li

* IEEE/CVF Conference on Computer Vision and Pattern Recognition 2022 

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MHTTS: Fast multi-head text-to-speech for spontaneous speech with imperfect transcription



Dabiao Ma , Yitong Zhang , Meng Li , Feng Ye


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Multi-Scale High-Resolution Vision Transformer for Semantic Segmentation



Jiaqi Gu , Hyoukjun Kwon , Dilin Wang , Wei Ye , Meng Li , Yu-Hsin Chen , Liangzhen Lai , Vikas Chandra , David Z. Pan

* 8 pages 

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Distributed Unsupervised Visual Representation Learning with Fused Features



Yawen Wu , Zhepeng Wang , Dewen Zeng , Meng Li , Yiyu Shi , Jingtong Hu


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PyTorchVideo: A Deep Learning Library for Video Understanding



Haoqi Fan , Tullie Murrell , Heng Wang , Kalyan Vasudev Alwala , Yanghao Li , Yilei Li , Bo Xiong , Nikhila Ravi , Meng Li , Haichuan Yang , Jitendra Malik , Ross Girshick , Matt Feiszli , Aaron Adcock , Wan-Yen Lo , Christoph Feichtenhofer

* Technical report 

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Low-Rank+Sparse Tensor Compression for Neural Networks



Cole Hawkins , Haichuan Yang , Meng Li , Liangzhen Lai , Vikas Chandra


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HRViT: Multi-Scale High-Resolution Vision Transformer



Jiaqi Gu , Hyoukjun Kwon , Dilin Wang , Wei Ye , Meng Li , Yu-Hsin Chen , Liangzhen Lai , Vikas Chandra , David Z. Pan

* 8 pages 

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