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PerfSAGE: Generalized Inference Performance Predictor for Arbitrary Deep Learning Models on Edge Devices


Jan 26, 2023
Yuji Chai, Devashree Tripathy, Chuteng Zhou, Dibakar Gope, Igor Fedorov, Ramon Matas, David Brooks, Gu-Yeon Wei, Paul Whatmough

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Restructurable Activation Networks


Aug 17, 2022
Kartikeya Bhardwaj, James Ward, Caleb Tung, Dibakar Gope, Lingchuan Meng, Igor Fedorov, Alex Chalfin, Paul Whatmough, Danny Loh

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Magnitude-aware Probabilistic Speaker Embeddings


Feb 28, 2022
Nikita Kuzmin, Igor Fedorov, Alexey Sholokhov

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* Submitted to Odyssey 2022: The Speaker and Language Recognition Workshop 

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UDC: Unified DNAS for Compressible TinyML Models


Jan 21, 2022
Igor Fedorov, Ramon Matas, Hokchhay Tann, Chuteng Zhou, Matthew Mattina, Paul Whatmough

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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

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* 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

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* 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

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* 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

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* 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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