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LSQ+: Improving low-bit quantization through learnable offsets and better initialization


Apr 20, 2020
Yash Bhalgat, Jinwon Lee, Markus Nagel, Tijmen Blankevoort, Nojun Kwak

* Camera-ready for Joint Workshop on Efficient Deep Learning in Computer Vision, CVPR 2020 

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Ordering Chaos: Memory-Aware Scheduling of Irregularly Wired Neural Networks for Edge Devices


Mar 04, 2020
Byung Hoon Ahn, Jinwon Lee, Jamie Menjay Lin, Hsin-Pai Cheng, Jilei Hou, Hadi Esmaeilzadeh

* Published as a conference paper at MLSys 2020 (Oral Presentation) 

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Learned Threshold Pruning


Feb 28, 2020
Kambiz Azarian, Yash Bhalgat, Jinwon Lee, Tijmen Blankevoort


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QKD: Quantization-aware Knowledge Distillation


Nov 28, 2019
Jangho Kim, Yash Bhalgat, Jinwon Lee, Chirag Patel, Nojun Kwak


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Automatic Grammar Augmentation for Robust Voice Command Recognition


Nov 14, 2018
Yang Yang, Anusha Lalitha, Jinwon Lee, Chris Lott


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A Fully Convolutional Neural Network for Speech Enhancement


Sep 22, 2016
Se Rim Park, Jinwon Lee


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