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The Tracking Machine Learning challenge : Throughput phase



Sabrina Amrouche , Laurent Basara , Paolo Calafiura , Dmitry Emeliyanov , Victor Estrade , Steven Farrell , Cécile Germain , Vladimir Vava Gligorov , Tobias Golling , Sergey Gorbunov , Heather Gray , Isabelle Guyon , Mikhail Hushchyn , Vincenzo Innocente , Moritz Kiehn , Marcel Kunze , Edward Moyse , David Rousseau , Andreas Salzburger , Andrey Ustyuzhanin , Jean-Roch Vlimant

* submitted to Computing and Software for Big Science 

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Segmentation of EM showers for neutrino experiments with deep graph neural networks



Vladislav Belavin , Ekaterina Trofimova , Andrey Ustyuzhanin

* 14 pages, 11 figures 

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Online detection of failures generated by storage simulator



Kenenbek Arzymatov , Mikhail Hushchyn , Andrey Sapronov , Vladislav Belavin , Leonid Gremyachikh , Maksim Karpov , Andrey Ustyuzhanin


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A study of Neural networks point source extraction on simulated Fermi/LAT Telescope images



Mariia Drozdova , Anton Broilovskiy , Andrey Ustyuzhanin , Denys Malyshev

* Accepted to Astronomische Nachrichten 

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Differentiating the Black-Box: Optimization with Local Generative Surrogates



Sergey Shirobokov , Vladislav Belavin , Michael Kagan , Andrey Ustyuzhanin , Atılım Güneş Baydin


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Generalization of Change-Point Detection in Time Series Data Based on Direct Density Ratio Estimation



Mikhail Hushchyn , Andrey Ustyuzhanin


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Normalizing flows for deep anomaly detection



Artem Ryzhikov , Maxim Borisyak , Andrey Ustyuzhanin , Denis Derkach


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