Zobrazeno 1 - 10
of 1 348
pro vyhledávání: '"Caron , Sascha"'
Autor:
Caron, Sascha, Dobreva, Nadezhda, Sánchez, Antonio Ferrer, Martín-Guerrero, José D., Odyurt, Uraz, Bazan, Roberto Ruiz de Austri, Wolffs, Zef, Zhao, Yue
High-Energy Physics experiments are facing a multi-fold data increase with every new iteration. This is certainly the case for the upcoming High-Luminosity LHC upgrade. Such increased data processing requirements forces revisions to almost every step
Externí odkaz:
http://arxiv.org/abs/2407.07179
Autor:
Caron, Sascha, Navarro, José Enrique García, Llácer, María Moreno, Moskvitina, Polina, Rovers, Mats, Jímenez, Adrián Rubio, de Austri, Roberto Ruiz, Zhang, Zhongyi
In this work, we present a novel approach to transform supervised classifiers into effective unsupervised anomaly detectors. The method we have developed, termed Discriminatory Detection of Distortions (DDD), enhances anomaly detection by training a
Externí odkaz:
http://arxiv.org/abs/2406.18469
Autor:
Odyurt, Uraz, Dobreva, Nadezhda, Wolffs, Zef, Zhao, Yue, Sánchez, Antonio Ferrer, Bazan, Roberto Ruiz de Austri, Martín-Guerrero, José D., Varbanescu, Ana-Lucia, Caron, Sascha
Track reconstruction is a vital aspect of High-Energy Physics (HEP) and plays a critical role in major experiments. In this study, we delve into unexplored avenues for particle track reconstruction and hit clustering. Firstly, we enhance the algorith
Externí odkaz:
http://arxiv.org/abs/2405.17325
Publikováno v:
Computational Science ICCS 2024. Lecture Notes in Computer Science. 14833 (2024) 84-99
Subatomic particle track reconstruction (tracking) is a vital task in High-Energy Physics experiments. Tracking is exceptionally computationally challenging and fielded solutions, relying on traditional algorithms, do not scale linearly. Machine Lear
Externí odkaz:
http://arxiv.org/abs/2309.03780
Publikováno v:
Journal of High Energy Physics 2023 (2023) 28
Neutral particles capable of travelling cosmic distances from a source to detectors on Earth are limited to photons and neutrinos. Examination of the Dark Matter annihilation/decay spectra for these particles reveals the presence of continuum spectra
Externí odkaz:
http://arxiv.org/abs/2306.16523
Publikováno v:
Minds and Machines, 34(1), 1-16
Scientific understanding is a fundamental goal of science, allowing us to explain the world. There is currently no good way to measure the scientific understanding of agents, whether these be humans or Artificial Intelligence systems. Without a clear
Externí odkaz:
http://arxiv.org/abs/2304.10327
Autor:
Caron, Sascha, Eckner, Christopher, Hendriks, Luc, Jóhannesson, Guðlaugur, de Austri, Roberto Ruiz, Zaharijas, Gabrijela
The Galactic Center Excess (GCE) in GeV gamma rays has been debated for over a decade, with the possibility that it might be due to dark matter annihilation or undetected point sources such as millisecond pulsars (MSPs). This study investigates how t
Externí odkaz:
http://arxiv.org/abs/2211.09796
Autor:
Builtjes, Luc, Caron, Sascha, Moskvitina, Polina, Nellist, Clara, de Austri, Roberto Ruiz, Verheyen, Rob, Zhang, Zhongyi
A major task in particle physics is the measurement of rare signal processes. These measurements are highly dependent on the classification accuracy of these events in relation to the huge background of other Standard Model processes. Reducing the ba
Externí odkaz:
http://arxiv.org/abs/2211.05143
Autor:
Kösters, Dominique J., Kortman, Bryan A., Boybat, Irem, Ferro, Elena, Dolas, Sagar, de Austri, Roberto, Kwisthout, Johan, Hilgenkamp, Hans, Rasing, Theo, Riel, Heike, Sebastian, Abu, Caron, Sascha, Mentink, Johan H.
Publikováno v:
APL Machine Learning 1, 016101 (2023)
The massive use of artificial neural networks (ANNs), increasingly popular in many areas of scientific computing, rapidly increases the energy consumption of modern high-performance computing systems. An appealing and possibly more sustainable altern
Externí odkaz:
http://arxiv.org/abs/2209.10481
Model-independent search strategies have been increasingly proposed in recent years because on the one hand there has been no clear signal for new physics and on the other hand there is a lack of a highly probable and parameter-free extension of the
Externí odkaz:
http://arxiv.org/abs/2207.07631