Anton Lokhmotov

Publication Activity (10 Years)

Years Active: 2007-2021
Publications (10 Years): 17

Top Venues

CoRR

IWOCL

SAMOS

PACT

University of Cambridge, UK (PHD)

Education History

University of Cambridge, UK

PHD

Publications

Paolo Sylos Labini, Marco Cianfriglia, Damiano Perri, Osvaldo Gervasi, Grigori Fursin, Anton Lokhmotov, Cedric Nugteren, Bruno Carpentieri, Fabiana Zollo, Flavio Vella
On the Anatomy of Predictive Models for Accelerating GPU Convolution Kernels and Beyond. ACM Trans. Archit. Code Optim. 18 (1) (2021)
Emanuele Vitali, Anton Lokhmotov, Gianluca Palermo
Dynamic Network selection for the Object Detection task: why it matters and what we (didn't) achieve. CoRR (2021)
Emanuele Vitali, Anton Lokhmotov, Gianluca Palermo
Dynamic Network Selection for the Object Detection Task: Why It Matters and What We (Didn't) Achieve. SAMOS (2021)
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
MLPerf Inference Benchmark. ISCA (2020)
Colby R. Banbury, Vijay Janapa Reddi, Max Lam, William Fu, Amin Fazel, Jeremy Holleman, Xinyuan Huang, Robert Hurtado, David Kanter, Anton Lokhmotov, David A. Patterson, Danilo Pau, Jae-sun Seo, Jeff Sieracki, Urmish Thakker, Marian Verhelst, Poonam Yadav
Benchmarking TinyML Systems: Challenges and Direction. CoRR (2020)
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
MLPerf Inference Benchmark. CoRR (2019)
Anton Lokhmotov, Nikolay Chunosov, Flavio Vella, Grigori Fursin
Multi-objective autotuning of MobileNets across the full software/hardware stack. ReQuEST@ASPLOS (2018)
Grigori Fursin, Anton Lokhmotov, Dmitry Savenko, Eben Upton
A Collective Knowledge workflow for collaborative research into multi-objective autotuning and machine learning techniques. CoRR (2018)
Marco Cianfriglia, Flavio Vella, Cedric Nugteren, Anton Lokhmotov, Grigori Fursin
A model-driven approach for a new generation of adaptive libraries. CoRR (2018)
Thierry Moreau, Anton Lokhmotov, Grigori Fursin
Introducing ReQuEST: an Open Platform for Reproducible and Quality-Efficient Systems-ML Tournaments. CoRR (2018)
Anton Lokhmotov, Grigori Fursin
Optimizing convolutional neural networks on embedded platforms with OpenCL. IWOCL (2016)
Grigori Fursin, Anton Lokhmotov, Ed Plowman
Collective Knowledge: Towards R&D sustainability. DATE (2016)
Anton Lokhmotov, Grigori Fursin
Benchmarking, autotuning and crowdtuning OpenCL programs using the Collective Knowledge framework. IWOCL (2016)
Anton Lokhmotov
GEMMbench: a framework for reproducible and collaborative benchmarking of matrix multiplication. CoRR (2015)
Riyadh Baghdadi, Ulysse Beaugnon, Albert Cohen, Tobias Grosser, Michael Kruse, Chandan Reddy, Sven Verdoolaege, Adam Betts, Alastair F. Donaldson, Jeroen Ketema, Javed Absar, Sven van Haastregt, Alexey Kravets, Anton Lokhmotov, Robert David, Elnar Hajiyev
PENCIL: A Platform-Neutral Compute Intermediate Language for Accelerator Programming. PACT (2015)
Grigori Fursin, Abdul Wahid Memon, Christophe Guillon, Anton Lokhmotov
Collective Mind, Part II: Towards Performance- and Cost-Aware Software Engineering as a Natural Science. CoRR (2015)
Frank Hannig, Dietmar Fey, Anton Lokhmotov
Proceedings of the DATE Friday Workshop on Heterogeneous Architectures and Design Methods for Embedded Image Systems (HIS 2015). CoRR (2015)
Grigori Fursin, Renato Miceli, Anton Lokhmotov, Michael Gerndt, Marc Baboulin, Allen D. Malony, Zbigniew Chamski, Diego Novillo, Davide Del Vento
Collective mind: Towards practical and collaborative auto-tuning. Sci. Program. 22 (4) (2014)
Ulysse Beaugnon, Alexey Kravets, Sven van Haastregt, Riyadh Baghdadi, David Tweed, Javed Absar, Anton Lokhmotov
VOBLA: a vehicle for optimized basic linear algebra. LCTES (2014)
Riyadh Baghdadi, Albert Cohen, Serge Guelton, Sven Verdoolaege, Jun Inoue, Tobias Grosser, Georgia Kouveli, Alexey Kravets, Anton Lokhmotov, Cedric Nugteren, Fraser Waters, Alastair F. Donaldson
PENCIL: Towards a Platform-Neutral Compute Intermediate Language for DSLs CoRR (2013)
Dominik Grewe, Anton Lokhmotov
Automatically generating and tuning GPU code for sparse matrix-vector multiplication from a high-level representation. GPGPU (2011)
Richard Membarth, Anton Lokhmotov, Jürgen Teich
Generating GPU Code from a High-Level Representation for Image Processing Kernels. Euro-Par Workshops (1) (2010)
Alexander Monakov, Anton Lokhmotov, Arutyun Avetisyan
Automatically Tuning Sparse Matrix-Vector Multiplication for GPU Architectures. HiPEAC (2010)
Lee W. Howes, Anton Lokhmotov, Alastair F. Donaldson, Paul H. J. Kelly
Deriving Efficient Data Movement from Decoupled Access/Execute Specifications. HiPEAC (2009)
Lee W. Howes, Anton Lokhmotov, Alastair F. Donaldson, Paul H. J. Kelly
Towards Metaprogramming for Parallel Systems on a Chip. Euro-Par Workshops (2009)
Alastair F. Donaldson, Paul Keir, Anton Lokhmotov
Compile-Time and Run-Time Issues in an Auto-Parallelisation System for the Cell BE Processor. Euro-Par Workshops (2008)
Alastair F. Donaldson, Colin Riley, Anton Lokhmotov, Andrew Cook
Auto-parallelisation of Sieve C++ Programs. Euro-Par Workshops (2007)
Anton Lokhmotov, Alan Mycroft, Andrew Richards
Delayed Side-Effects Ease Multi-core Programming. Euro-Par (2007)
Anton Lokhmotov, Benedict R. Gaster, Alan Mycroft, Neil Hickey, David Stuttard
Revisiting SIMD Programming. LCPC (2007)
Anton Lokhmotov, Alan Mycroft
Optimal bit-reversal using vector permutations. SPAA (2007)

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Publication Activity (10 Years)

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Top Venues

Anton Lokhmotov