Strategic White Paper on AI Infrastructure for Particle, Nuclear, and Astroparticle Physics: Insights from JENA and EuCAIF

Authors: Caron, Sascha, Ipp, Andreas, Aarts, Gert, Bíró, Gábor, Bonacorsi, Daniele, Cuoco, Elena, Doglioni, Caterina, Dorigo, Tommaso, Pardiñas, Julián García, Giagu, Stefano, Golling, Tobias, Heinrich, Lukas, Heng, Ik Siong, Isar, Paula Gina, Potamianos, Karolos, Teodorescu, Liliana, Veitch, John, Vischia, Pietro, Weniger, Christoph

Subject Terms: Astrophysics - Instrumentation and Methods for Astrophysics, Astrophysics - High Energy Astrophysical Phenomena, Computer Science - Artificial Intelligence, Computer Science - Machine Learning, High Energy Physics - Experiment, High Energy Physics - Phenomenology, Nuclear Theory

Access URL: http://arxiv.org/abs/2503.14192

Large Physics Models: Towards a collaborative approach with Large Language Models and Foundation Models

Authors: Barman, Kristian G., Caron, Sascha, Sullivan, Emily, de Regt, Henk W., de Austri, Roberto Ruiz, Boon, Mieke, Färber, Michael, Fröse, Stefan, Hasibi, Faegheh, Ipp, Andreas, Kapoor, Rukshak, Kasieczka, Gregor, Kostić, Daniel, Krämer, Michael, Golling, Tobias, Lopez, Luis G., Marco, Jesus, Otten, Sydney, Pawlowski, Pawel, Vischia, Pietro, Weber, Erik, Weniger, Christoph

Subject Terms: Physics - Data Analysis, Statistics and Probability, Computer Science - Artificial Intelligence, High Energy Physics - Phenomenology, Physics - Computational Physics, Physics - History and Philosophy of Physics

Access URL: http://arxiv.org/abs/2501.05382

TrackFormers: In Search of Transformer-Based Particle Tracking for the High-Luminosity LHC Era

Authors: Caron, Sascha, Dobreva, Nadezhda, Sánchez, Antonio Ferrer, Martín-Guerrero, José D., Odyurt, Uraz, Bazan, Roberto Ruiz de Austri, Wolffs, Zef, Zhao, Yue

Subject Terms: High Energy Physics - Experiment, Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2407.07179

Universal Anomaly Detection at the LHC: Transforming Optimal Classifiers and the DDD Method

Authors: Caron, Sascha, Navarro, José Enrique García, Llácer, María Moreno, Moskvitina, Polina, Rovers, Mats, Jímenez, Adrián Rubio, de Austri, Roberto Ruiz, Zhang, Zhongyi

Subject Terms: High Energy Physics - Phenomenology

Access URL: http://arxiv.org/abs/2406.18469

Novel Approaches for ML-Assisted Particle Track Reconstruction and Hit Clustering

Authors: 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

Subject Terms: High Energy Physics - Experiment, Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2405.17325

Reduced Simulations for High-Energy Physics, a Middle Ground for Data-Driven Physics Research

Authors: Odyurt, Uraz, Swatman, Stephen Nicholas, Varbanescu, Ana-Lucia, Caron, Sascha

Source: Computational Science ICCS 2024. Lecture Notes in Computer Science. 14833 (2024) 84-99

Subject Terms: High Energy Physics - Experiment, Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2309.03780

New energy spectra in neutrino and photon detectors to reveal hidden dark matter signals

Authors: Beenakker, Wim, Caron, Sascha, Kip, Jochem, de Austri, Roberto Ruiz, Zhang, Zhongyi

Source: Journal of High Energy Physics 2023 (2023) 28

Subject Terms: High Energy Physics - Phenomenology

Access URL: http://arxiv.org/abs/2306.16523

Towards a Benchmark for Scientific Understanding in Humans and Machines

Authors: Barman, Kristian Gonzalez, Caron, Sascha, Claassen, Tom, de Regt, Henk

Source: Minds and Machines, 34(1), 1-16

Subject Terms: Computer Science - Artificial Intelligence, Computer Science - Computation and Language, Computer Science - Human-Computer Interaction, High Energy Physics - Phenomenology, Physics - History and Philosophy of Physics

Access URL: http://arxiv.org/abs/2304.10327

Mind the gap: The discrepancy between simulation and reality drives interpretations of the Galactic Center Excess

Authors: Caron, Sascha, Eckner, Christopher, Hendriks, Luc, Jóhannesson, Guðlaugur, de Austri, Roberto Ruiz, Zaharijas, Gabrijela

Subject Terms: Astrophysics - High Energy Astrophysical Phenomena, High Energy Physics - Phenomenology

Access URL: http://arxiv.org/abs/2211.09796

Attention to the strengths of physical interactions: Transformer and graph-based event classification for particle physics experiments

Authors: Builtjes, Luc, Caron, Sascha, Moskvitina, Polina, Nellist, Clara, de Austri, Roberto Ruiz, Verheyen, Rob, Zhang, Zhongyi

Subject Terms: High Energy Physics - Phenomenology, High Energy Physics - Experiment

Access URL: http://arxiv.org/abs/2211.05143

Benchmarking energy consumption and latency for neuromorphic computing in condensed matter and particle physics

Authors: 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.

Source: APL Machine Learning 1, 016101 (2023)

Subject Terms: Computer Science - Emerging Technologies, Computer Science - Machine Learning, High Energy Physics - Experiment

Access URL: http://arxiv.org/abs/2209.10481

Mixture-of-theories Training: Can We Find New Physics and Anomalies Better by Mixing Physical Theories?

Authors: Caron, Sascha, de Austri, Roberto Ruiz, Zhang, Zhongyi

Subject Terms: High Energy Physics - Phenomenology, High Energy Physics - Experiment

Access URL: http://arxiv.org/abs/2207.07631

Non-Standard Neutrino Spectra From Annihilating Neutralino Dark Matter

Authors: van Beekveld, Melissa, Beenakker, Wim, Caron, Sascha, Kip, Jochem, de Austri, Roberto Ruiz, Zhang, Zhongyi

Source: SciPost Phys. Core 6, 006 (2023)

Subject Terms: High Energy Physics - Phenomenology

Access URL: http://arxiv.org/abs/2207.00599

Machine Learning and LHC Event Generation

Authors: Butter, Anja, Plehn, Tilman, Schumann, Steffen, Badger, Simon, Caron, Sascha, Cranmer, Kyle, Di Bello, Francesco Armando, Dreyer, Etienne, Forte, Stefano, Ganguly, Sanmay, Gonçalves, Dorival, Gross, Eilam, Heimel, Theo, Heinrich, Gudrun, Heinrich, Lukas, Held, Alexander, Höche, Stefan, Howard, Jessica N., Ilten, Philip, Isaacson, Joshua, Janßen, Timo, Jones, Stephen, Kado, Marumi, Kagan, Michael, Kasieczka, Gregor, Kling, Felix, Kraml, Sabine, Krause, Claudius, Krauss, Frank, Kröninger, Kevin, Barman, Rahool Kumar, Luchmann, Michel, Magerya, Vitaly, Maitre, Daniel, Malaescu, Bogdan, Maltoni, Fabio, Martini, Till, Mattelaer, Olivier, Nachman, Benjamin, Pitz, Sebastian, Rojo, Juan, Schwartz, Matthew, Shih, David, Siegert, Frank, Stegeman, Roy, Stienen, Bob, Thaler, Jesse, Verheyen, Rob, Whiteson, Daniel, Winterhalder, Ramon, Zupan, Jure

Source: SciPost Phys. 14, 079 (2023)

Subject Terms: High Energy Physics - Phenomenology, High Energy Physics - Experiment

Access URL: http://arxiv.org/abs/2203.07460

AutoSourceID-Light. Fast Optical Source Localization via U-Net and Laplacian of Gaussian

Authors: Stoppa, Fiorenzo, Vreeswijk, Paul, Bloemen, Steven, Bhattacharyya, Saptashwa, Caron, Sascha, Jóhannesson, Guðlaugur, de Austri, Roberto Ruiz, Oetelaar, Chris van den, Zaharijas, Gabrijela, Groot, Paul. J., Cator, Eric, Nelemans, Gijs

Source: A&A 662, A109 (2022)

Subject Terms: Astrophysics - Instrumentation and Methods for Astrophysics, High Energy Physics - Phenomenology

Access URL: http://arxiv.org/abs/2202.00489

Rare and Different: Anomaly Scores from a combination of likelihood and out-of-distribution models to detect new physics at the LHC

Authors: Caron, Sascha, Hendriks, Luc, Verheyen, Rob

Source: SciPost Phys. 12, 077 (2022)

Subject Terms: High Energy Physics - Phenomenology

Access URL: http://arxiv.org/abs/2106.10164

Identification of point sources in gamma rays using U-shaped convolutional neural networks and a data challenge

Authors: Panes, Boris, Eckner, Christopher, Hendriks, Luc, Caron, Sascha, Dijkstra, Klaas, Jóhannesson, Guðlaugur, de Austri, Roberto Ruiz, Zaharijas, Gabrijela

Source: A&A 656, A62 (2021)

Subject Terms: Astrophysics - High Energy Astrophysical Phenomena

Access URL: http://arxiv.org/abs/2103.11068

A comparison of optimisation algorithms for high-dimensional particle and astrophysics applications

Authors: The DarkMachines High Dimensional Sampling Group, Balázs, Csaba, van Beekveld, Melissa, Caron, Sascha, Dillon, Barry M., Farmer, Ben, Fowlie, Andrew, Garrido-Merchán, Eduardo C., Handley, Will, Hendriks, Luc, Jóhannesson, Guðlaugur, Leinweber, Adam, Mamužić, Judita, Martinez, Gregory D., Otten, Sydney, Scott, Pat, de Austri, Roberto Ruiz, Searle, Zachary, Stienen, Bob, Vanschoren, Joaquin, White, Martin

Subject Terms: High Energy Physics - Phenomenology, Physics - Computational Physics

Access URL: http://arxiv.org/abs/2101.04525

Particle spectra from dark matter annihilation: physics modeling and QCD uncertainties

Authors: Amoroso, Simone, Caron, Sascha, Jueid, Adil, de Austri, Roberto Ruiz, Skands, Peter

Subject Terms: High Energy Physics - Phenomenology, Astrophysics - Cosmology and Nongalactic Astrophysics

Access URL: http://arxiv.org/abs/2012.08901

Interactive web-based visualization of multi-dimensional physical and astronomical data

Authors: Diblen, Faruk, Hendriks, Luc, Stienen, Bob, Caron, Sascha, Bakhshi, Rena, Attema, Jisk

Subject Terms: High Energy Physics - Experiment, Physics - Computational Physics

Access URL: http://arxiv.org/abs/2011.03801