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Dynamic Network selection for the Object Detection task: why it matters and what we (didn't) achieve


May 27, 2021
Emanuele Vitali, Anton Lokhmotov, Gianluca Palermo

* Paper accepted at SAMOS21 - International Conference on Embedded Computer Systems: Architectures, Modeling and Simulation 

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Benchmarking TinyML Systems: Challenges and Direction


Mar 10, 2020
Colby R. Banbury, Vijay Janapa Reddi, Max Lam, William Fu, Amin Fazel, Jeremy Holleman, Xinyuan Huang, Robert Hurtado, David Kanter, Anton Lokhmotov, David Patterson, Danilo Pau, Jae-sun Seo, Jeff Sieracki, Urmish Thakker, Marian Verhelst, Poonam Yadav

* 5 pages, 1 figure, 2 tables 

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MLPerf Inference Benchmark


Nov 06, 2019
Vijay Janapa Reddi, Christine Cheng, David Kanter, Peter Mattson, Guenther Schmuelling, Carole-Jean Wu, Brian Anderson, Maximilien Breughe, Mark Charlebois, William Chou, Ramesh Chukka, Cody Coleman, Sam Davis, Pan Deng, Greg Diamos, Jared Duke, Dave Fick, J. Scott Gardner, Itay Hubara, Sachin Idgunji, Thomas B. Jablin, Jeff Jiao, Tom St. John, Pankaj Kanwar, David Lee, Jeffery Liao, Anton Lokhmotov, Francisco Massa, Peng Meng, Paulius Micikevicius, Colin Osborne, Gennady Pekhimenko, Arun Tejusve Raghunath Rajan, Dilip Sequeira, Ashish Sirasao, Fei Sun, Hanlin Tang, Michael Thomson, Frank Wei, Ephrem Wu, Lingjie Xu, Koichi Yamada, Bing Yu, George Yuan, Aaron Zhong, Peizhao Zhang, Yuchen Zhou


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Introducing ReQuEST: an Open Platform for Reproducible and Quality-Efficient Systems-ML Tournaments


Jan 19, 2018
Thierry Moreau, Anton Lokhmotov, Grigori Fursin

* ReQuEST tournament website: http://cKnowledge.org/request 

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Collective Mind, Part II: Towards Performance- and Cost-Aware Software Engineering as a Natural Science


Jun 20, 2015
Grigori Fursin, Abdul Memon, Christophe Guillon, Anton Lokhmotov

* Presented at the 18th International Workshop on Compilers for Parallel Computing (CPC'15), London, UK 

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Proceedings of the DATE Friday Workshop on Heterogeneous Architectures and Design Methods for Embedded Image Systems (HIS 2015)


Feb 26, 2015
Frank Hannig, Dietmar Fey, Anton Lokhmotov

* Website of the workshop: https://www12.cs.fau.de/ws/his2015/ 

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