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Multi-Scale High-Resolution Vision Transformer for Semantic Segmentation


Nov 23, 2021
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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Low-Rank+Sparse Tensor Compression for Neural Networks


Nov 02, 2021
Cole Hawkins , Haichuan Yang , Meng Li , Liangzhen Lai , Vikas Chandra


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HRViT: Multi-Scale High-Resolution Vision Transformer


Nov 01, 2021
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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Improving Efficiency in Neural Network Accelerator Using Operands Hamming Distance optimization


Feb 13, 2020
Meng Li , Yilei Li , Pierce Chuang , Liangzhen Lai , Vikas Chandra

* 12 pages, 10 figures, 6 tables 

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Co-Exploration of Neural Architectures and Heterogeneous ASIC Accelerator Designs Targeting Multiple Tasks


Feb 10, 2020
Lei Yang , Zheyu Yan , Meng Li , Hyoukjun Kwon , Liangzhen Lai , Tushar Krishna , Vikas Chandra , Weiwen Jiang , Yiyu Shi

* Accepted by DAC'20 

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Rethinking Machine Learning Development and Deployment for Edge Devices


Jun 20, 2018
Liangzhen Lai , Naveen Suda


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Federated Learning with Non-IID Data


Jun 02, 2018
Yue Zhao , Meng Li , Liangzhen Lai , Naveen Suda , Damon Civin , Vikas Chandra


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Bit Fusion: Bit-Level Dynamically Composable Architecture for Accelerating Deep Neural Networks


May 30, 2018
Hardik Sharma , Jongse Park , Naveen Suda , Liangzhen Lai , Benson Chau , Joon Kyung Kim , Vikas Chandra , Hadi Esmaeilzadeh


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Hello Edge: Keyword Spotting on Microcontrollers


Feb 14, 2018
Yundong Zhang , Naveen Suda , Liangzhen Lai , Vikas Chandra

* Code available in github at https://github.com/ARM-software/ML-KWS-for-MCU 

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Not All Ops Are Created Equal!


Jan 29, 2018
Liangzhen Lai , Naveen Suda , Vikas Chandra

* Accepted at SysML Conference 2018 

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