MLPerf Power: Benchmarking the Energy Efficiency of Machine Learning Systems from μWatts to MWatts for Sustainable AI. - Tschand, Arya; Rajan, Arun Tejusve Raghunath; Idgunji, Sachin; Ghosh, Anirban; Holleman, Jeremy; Király, Csaba; Ambalkar, Pawan; Borkar, Ritika; Chukka, Ramesh; Cockrell, Trevor; Curtis, Oliver; Fursin, Grigori; et al. (2025)

MLPerf Power: Benchmarking the Energy Efficiency of Machine Learning Systems from Microwatts to Megawatts for Sustainable AI. - Tschand, Arya; Rajan, Arun Tejusve Raghunath; Idgunji, Sachin; Ghosh, Anirban; Holleman, Jeremy; Király, Csaba; Ambalkar, Pawan; Borkar, Ritika; Chukka, Ramesh; Cockrell, Trevor; Curtis, Oliver; Fursin, Grigori; et al. (CoRR, 2024)

On the Anatomy of Predictive Models for Accelerating GPU Convolution Kernels and Beyond. - Labini, Paolo Sylos; Cianfriglia, Marco; Perri, Damiano; Gervasi, Osvaldo; Fursin, Grigori; Lokhmotov, Anton; Nugteren, Cedric; Carpentieri, Bruno; Zollo, Fabiana; Vella, Flavio (ACM Trans. Archit. Code Optim., 2021)

Dynamic Network Selection for the Object Detection Task: Why It Matters and What We (Didn't) Achieve. - Vitali, Emanuele; Lokhmotov, Anton; Palermo, Gianluca (2021)

Dynamic Network selection for the Object Detection task: why it matters and what we (didn't) achieve. - Vitali, Emanuele; Lokhmotov, Anton; Palermo, Gianluca (CoRR, 2021)

MLPerf Inference Benchmark. - Reddi, Vijay Janapa; Cheng, Christine; Kanter, David; Mattson, Peter; Schmuelling, Guenther; Wu, Carole-Jean; Anderson, Brian; Breughe, Maximilien; Charlebois, Mark; Chou, William; Chukka, Ramesh; Coleman, Cody; et al. (2020)

Benchmarking TinyML Systems: Challenges and Direction. - Banbury, Colby R.; Reddi, Vijay Janapa; Lam, Max; Fu, William; Fazel, Amin; Holleman, Jeremy; Huang, Xinyuan; Hurtado, Robert; Kanter, David; Lokhmotov, Anton; Patterson, David A.; Pau, Danilo; et al. (CoRR, 2020)

MLPerf Inference Benchmark. - Reddi, Vijay Janapa; Cheng, Christine; Kanter, David; Mattson, Peter; Schmuelling, Guenther; Wu, Carole-Jean; Anderson, Brian; Breughe, Maximilien; Charlebois, Mark; Chou, William; Chukka, Ramesh; Coleman, Cody; et al. (CoRR, 2019)

Multi-objective autotuning of MobileNets across the full software/hardware stack. - Lokhmotov, Anton; Chunosov, Nikolay; Vella, Flavio; Fursin, Grigori (2018)

Proceedings of the 1st on Reproducible Quality-Efficient Systems Tournament on Co-designing Pareto-efficient Deep Learning, ReQuEST@ASPLOS 2018, Williamsburg, VA, USA, March 24, 2018 (ACM, 2018)

Introducing ReQuEST: an Open Platform for Reproducible and Quality-Efficient Systems-ML Tournaments. - Moreau, Thierry; Lokhmotov, Anton; Fursin, Grigori (CoRR, 2018)

A Collective Knowledge workflow for collaborative research into multi-objective autotuning and machine learning techniques. - Fursin, Grigori; Lokhmotov, Anton; Savenko, Dmitry; Upton, Eben (CoRR, 2018)

A model-driven approach for a new generation of adaptive libraries. - Cianfriglia, Marco; Vella, Flavio; Nugteren, Cedric; Lokhmotov, Anton; Fursin, Grigori (CoRR, 2018)

Collective Knowledge: Towards R&D sustainability. - Fursin, Grigori; Lokhmotov, Anton; Plowman, Ed (2016)

Optimizing convolutional neural networks on embedded platforms with OpenCL. - Lokhmotov, Anton; Fursin, Grigori (2016)

Benchmarking, autotuning and crowdtuning OpenCL programs using the Collective Knowledge framework. - Lokhmotov, Anton; Fursin, Grigori (2016)

PENCIL: A Platform-Neutral Compute Intermediate Language for Accelerator Programming. - Baghdadi, Riyadh; Beaugnon, Ulysse; Cohen, Albert; Grosser, Tobias; Kruse, Michael; Reddy, Chandan; Verdoolaege, Sven; Betts, Adam; Donaldson, Alastair F.; Ketema, Jeroen; Absar, Javed; Haastregt, Sven van; et al. (2015)

Proceedings of the DATE Friday Workshop on Heterogeneous Architectures and Design Methods for Embedded Image Systems (HIS 2015). - Hannig, Frank; Fey, Dietmar; Lokhmotov, Anton (CoRR, 2015)

Collective Mind, Part II: Towards Performance- and Cost-Aware Software Engineering as a Natural Science. - Fursin, Grigori; Memon, Abdul Wahid; Guillon, Christophe; Lokhmotov, Anton (CoRR, 2015)

GEMMbench: a framework for reproducible and collaborative benchmarking of matrix multiplication. - Lokhmotov, Anton (CoRR, 2015)

Collective mind: Towards practical and collaborative auto-tuning. - Fursin, Grigori; Miceli, Renato; Lokhmotov, Anton; Gerndt, Michael; Baboulin, Marc; Malony, Allen D.; Chamski, Zbigniew; Novillo, Diego; Vento, Davide Del (Sci. Program., 2014)

VOBLA: a vehicle for optimized basic linear algebra. - Beaugnon, Ulysse; Kravets, Alexey; Haastregt, Sven van; Baghdadi, Riyadh; Tweed, David; Absar, Javed; Lokhmotov, Anton (2014)

PENCIL: Towards a Platform-Neutral Compute Intermediate Language for DSLs - Baghdadi, Riyadh; Cohen, Albert; Guelton, Serge; Verdoolaege, Sven; Inoue, Jun; Grosser, Tobias; Kouveli, Georgia; Kravets, Alexey; Lokhmotov, Anton; Nugteren, Cedric; Waters, Fraser; Donaldson, Alastair F. (CoRR, 2013)

Automatically generating and tuning GPU code for sparse matrix-vector multiplication from a high-level representation. - Grewe, Dominik; Lokhmotov, Anton (2011)

Generating GPU Code from a High-Level Representation for Image Processing Kernels. - Membarth, Richard; Lokhmotov, Anton; Teich, Jürgen (2010)

Automatically Tuning Sparse Matrix-Vector Multiplication for GPU Architectures. - Monakov, Alexander; Lokhmotov, Anton; Avetisyan, Arutyun (2010)

Towards Metaprogramming for Parallel Systems on a Chip. - Howes, Lee W.; Lokhmotov, Anton; Donaldson, Alastair F.; Kelly, Paul H. J. (2009)

Deriving Efficient Data Movement from Decoupled Access/Execute Specifications. - Howes, Lee W.; Lokhmotov, Anton; Donaldson, Alastair F.; Kelly, Paul H. J. (2009)

Programming and compiling for embedded SIMD architectures. - Lokhmotov, Anton (2008)

Compile-Time and Run-Time Issues in an Auto-Parallelisation System for the Cell BE Processor. - Donaldson, Alastair F.; Keir, Paul; Lokhmotov, Anton (2008)

Auto-parallelisation of Sieve C++ Programs. - Donaldson, Alastair F.; Riley, Colin; Lokhmotov, Anton; Cook, Andrew (2007)

Delayed Side-Effects Ease Multi-core Programming. - Lokhmotov, Anton; Mycroft, Alan; Richards, Andrew (2007)

Revisiting SIMD Programming. - Lokhmotov, Anton; Gaster, Benedict R.; Mycroft, Alan; Hickey, Neil; Stuttard, David (2007)

Optimal bit-reversal using vector permutations. - Lokhmotov, Anton; Mycroft, Alan (2007)