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MicroNets: Neural Network Architectures for Deploying TinyML Applications on Commodity Microcontrollers

Oct 25, 2020
Colby Banbury, Chuteng Zhou, Igor Fedorov, Ramon Matas Navarro, Urmish Thakker, Dibakar Gope, Vijay Janapa Reddi, Matthew Mattina, Paul N. Whatmough

* 10 pages, 8 figures, 3 tables, appendix 

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Noisy Machines: Understanding Noisy Neural Networks and Enhancing Robustness to Analog Hardware Errors Using Distillation

Jan 14, 2020
Chuteng Zhou, Prad Kadambi, Matthew Mattina, Paul N. Whatmough


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FixyNN: Efficient Hardware for Mobile Computer Vision via Transfer Learning

Feb 27, 2019
Paul N. Whatmough, Chuteng Zhou, Patrick Hansen, Shreyas Kolala Venkataramanaiah, Jae-sun Seo, Matthew Mattina

* 10 pages, 8 figures, paper accepted at SysML2019 conference 

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Energy Efficient Hardware for On-Device CNN Inference via Transfer Learning

Dec 04, 2018
Paul Whatmough, Chuteng Zhou, Patrick Hansen, Matthew Mattina

* 4 pages, 2 figures, NeurIPS 2018 on-device ML workshop 

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