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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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MANGO: A Python Library for Parallel Hyperparameter Tuning

May 22, 2020
Sandeep Singh Sandha, Mohit Aggarwal, Igor Fedorov, Mani Srivastava

* 5 pages, 3 figures, ICASSP Conference 

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TinyLSTMs: Efficient Neural Speech Enhancement for Hearing Aids

May 20, 2020
Igor Fedorov, Marko Stamenovic, Carl Jensen, Li-Chia Yang, Ari Mandell, Yiming Gan, Matthew Mattina, Paul N. Whatmough

* First four authors contributed equally. For audio samples, see https://github.com/BoseCorp/efficient-neural-speech-enhancement 

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Pushing the limits of RNN Compression

Oct 09, 2019
Urmish Thakker, Igor Fedorov, Jesse Beu, Dibakar Gope, Chu Zhou, Ganesh Dasika, Matthew Mattina

* 5th edition of Workshop on Energy Efficient Machine Learning and Cognitive Computing at NeurIPS 2019 
* 6 pages. arXiv admin note: substantial text overlap with arXiv:1906.02876 

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Compressing RNNs for IoT devices by 15-38x using Kronecker Products

Jun 18, 2019
Urmish Thakker, Jesse Beu, Dibakar Gope, Chu Zhou, Igor Fedorov, Ganesh Dasika, Matthew Mattina


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SpArSe: Sparse Architecture Search for CNNs on Resource-Constrained Microcontrollers

May 28, 2019
Igor Fedorov, Ryan P. Adams, Matthew Mattina, Paul N. Whatmough


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Multimodal Sparse Bayesian Dictionary Learning

Aug 28, 2018
Igor Fedorov, Bhaskar D. Rao


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Rectified Gaussian Scale Mixtures and the Sparse Non-Negative Least Squares Problem

Mar 27, 2018
Alican Nalci, Igor Fedorov, Maher Al-Shoukairi, Thomas T. Liu, Bhaskar D. Rao

* Under Review by IEEE Transactions on Signal Processing 

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Re-Weighted Learning for Sparsifying Deep Neural Networks

Feb 05, 2018
Igor Fedorov, Bhaskar D. Rao


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A Unified Framework for Sparse Non-Negative Least Squares using Multiplicative Updates and the Non-Negative Matrix Factorization Problem

Jan 02, 2018
Igor Fedorov, Alican Nalci, Ritwik Giri, Bhaskar D. Rao, Truong Q. Nguyen, Harinath Garudadri

* To appear in Signal Processing 

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Relevance Subject Machine: A Novel Person Re-identification Framework

Mar 30, 2017
Igor Fedorov, Ritwik Giri, Bhaskar D. Rao, Truong Q. Nguyen

* Submitted to IEEE Transactions on Pattern Analysis and Machine Intelligence 

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Robust Bayesian Method for Simultaneous Block Sparse Signal Recovery with Applications to Face Recognition

May 10, 2016
Igor Fedorov, Ritwik Giri, Bhaskar D. Rao, Truong Q. Nguyen

* To appear in ICIP 2016 

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