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Advancements in the IceAct Energy Spectrum Analysis
Larissa Paul, Rasha Abbasi, M. Ackermann, Jenni Adams, Sanjib Kumar Agarwalla, Juanan Aguilar, M. Ahlers, Jean-Marco Alameddine, Shoukat Ali, Najia Moureen Binte Amin, K. Andeen, C. Argüelles, Yosuke Ashida, Sofia Athanasiadou, Spencer Axani, Rishi Babu, X. Bai, Joe Baines-Holmes, Aswathi Balagopal V., Steven W. Barwick, Simeon Bash, Vedant Basu, Ryan Bay, J. J. Beatty, J. Becker Tjus, Jakob Beise, Chiara Bellenghi, Bruno Benkel, S. BenZvi, D. Berley, E. Bernardini, Dave Besson, E. Blaufuss, Lucas Bloom, Summer Blot, Ilya Bodo, Federico Bontempo, Caterina Boscolo Meneguolo, Sebastian BOSER, Olga Botner, J. Böttcher, Jim Braun, Bennett Brinson, Zoe Brisson-Tsavoussis, Ryan T. Burley, Delaney Butterfield, Michael Campana, Kiara Carloni, Jose Carpio, Sharmistha Chattopadhyay, Thien Nhan Chau, Zheyang Chen, D. Chirkin, Seowon Choi, Brian Clark, Alan Coleman, Peter John Cusack Coleman, Gabriel Collin, Diego Alberto Coloma Borja, A. Connolly, J. M. Conrad, Rebecca Corley, D. F. Cowen, C. De Clercq, James DeLaunay, Diyaselis Delgado, Thomas Delmeulle, Shuyang Deng, P. Desiati, K. D. de Vries, Gwenhaël de Wasseige, T. DeYoung, J. C. Díaz–Vélez, Stephen DiKerby, Markus Dittmer, Alba Domi, Lincoln Draper, Lasse Dueser, Daniel Durnford, Kaustav Dutta, M. A. DuVernois, Thomas Ehrhardt, Leonhard Eidenschink, Anna Eimer, P. Eller, Enrico Ellinger, Dominik Elsässer, Ralph Engel, Hannah Erpenbeck, Waleed Esmail, Steven Eulig, J. C. Evans, P. A. Evenson, Kwok Lung Fan, Kareem Ramadan Farrag, A. R. Fazely, Anatoli Fedynitch, Nora Feigl, Chad Finley, Leander Fischer, D. B. Fox, A. Franckowiak, Satoshi Fukami, Philipp Fürst, J. S. Gallagher, Erik Ganster, Alfonso García, Gaurav Garg, Eliot Genton, L. Gerhardt, Christian Gläser, T. Glüsenkamp, Javier Gonzalez, Sreetama Goswami, Alejandra Granados, Darren Grant, Shannon Gray, S. Griffin, Spencer Griswold, Kathrine Mørch Groth, David Joseph Guevel, Christoph Günther, Pascal Gutjahr, C. Ha, Christian Haack, Allan Hallgren, L. Halve, F. Halzen, Leon Hamacher, Martin Ha Minh, Michael Handt, K. Hanson, John Hardin, Alexander Harnisch, Patrick Hatch, A. Haungs, Jonas Häußler, K. Helbing, Jonas Hellrung, Brandon Henke, Lukas Hennig, Felix Henningsen, Lars Philipp Heuermann, Nils Heyer, Stephanie Hickford, Attila Hidvégi, Colton Hill, G. C. Hill, Ramy Hmaid, Kara Hoffman, Dan Hooper, Sam Hori, Kotoyo Hoshina, Matheus Hostert, Wenjie Hou, Thomas Huber, K. Hultqvist, Karolin Hymon, Aya Ishihara, W. Iwakiri, Marc Jacquart, Samyak Jain, Oliver Janik, Matti Jansson, Minjin Jeong, Miaochen Jin, N. Kamp, Donghwa Kang, Woosik Kang, Xinyue Kang, A. Kappes, Leonora Kardum, T. Karg, Martina Karl, Albrecht Karle, Akanksha Katil, M. Kauer, J. L. Kelley, Manish Khanal, Arifa Khatee Zathul, Ali Kheirandish, Hani KimKu, J. Kiryluk, Carolin Klein, Yukiho Kobayashi, Alina Kochocki, Ramesh Koirala, H. Kolanoski, Tomas Kontrimas, L. Köpke, Claudio Kopper, Jason Koskinen, Paras Koundal, M. Kowalski, Krishnamoorthi Jayakumar, Tanvi Krishnan, Karlijn Kruiswijk, Emmett Krupczak, Anil Kumar, Emma Kun, N. Kurahashi, Neha Navnitkumar Lad, Cristina Lagunas Gualda, M. Lamoureux, M. J. Larson, Frederik Hermann Lauber, Jeffrey Lazar, Kayla Leonard DeHolton, Agnieszka Leszczyńska, Jiyuan Liao, Yitong Liu, Maria Liubarska, Christy Love, Lu Lü, Francesco Lucarelli, William Luszczak, Yang Lyu, Jim Madsen, Else Magnus, K. B. M. Mahn, Yuya Makino, Elena Manao, Sarah Mancina, Alicia Mand, Ioana Codrina Maris, Szabolcs Márka, Zsuzsa Márka, Lars Marten, Ivan Martínez-Soler, R. Maruyama, Jonathan Mauro, Finn Mayhew, Frank McNally, J. V. Mead, K. Meagher, Sarah Mechbal, Andrés Medina, Maximilian Meier, Yarno Merckx, Lukas Merten, Justin Mitchell, Logan Molchany, T. Montaruli, Roger Moore, Yasutsugu Morii, Anke Mosbrugger, Marjon Moulai, Despina Mousadi, Emile Moyaux, Tista Mukherjee, Richard Naab, Maxwell Nakos, Uwe Naumann, Jannis Necker, Ludwig Neste, Miriam Neumann, Hans Niederhausen, M. U. Nisa, K. Noda, Andreas Noell, Alexander Novikov, A. Obertacke Pollmann, Vivian O'Dell, Alex Olivas, Jesse Osborn, Erin O’Sullivan, Veronika Palušová, Hershal Pandya, A. Parenti, Nahee Park, V. A. Parrish, Ek Narayan Paudel, C. Pérez de los Heros, Teresa Pernice, Josh Peterson, M. Plum, Axel Ponten, Vaidehi Poojyam, Yuriy Popovych, Maria Prado Rodriguez, B. Pries, Rachel Procter-Murphy, G. T. Przybylski, Lilly Pyras, Christoph Raab, John Rack-Helleis, N. Rad, Martin Langgård Ravn, Katherine Rawlins, Zoë Rechav, Abdul Rehman, Ian Reistroffer, Elisa Resconi, Simeon Reusch, Chang Dong Rho, W. Rhode, Leonardo Ricca, Benedikt Riedel, Adam Rifaie, Ella Roberts, Sally Robertson, Martin Rongen, Aske Rosted, C. Rott, Tim Ruhe, Li Ruohan, D. Ryckbosch, Julian Saffer, Daniel Salazar-Gallegos, Pranav Sampathkumar, Alexander Sandrock, Grace Sanger-Johnson, Marcos Santander, S. Sarkar, Joelle Savelberg, Marco Scarnera, Patrick Schaile, Merlin Schaufel, H. Schieler, Sebastian Schindler, Lea Schlickmann, Berit Schlüter, Felix Schlüter, Nick Schmeisser, Torsten Schmidt, Frank Schröder, L. Schumacher, Sonke Schwirn, S. Sclafani, D. Seckel, Leo Seen, Mohammad Ful Hossain Seikh, S. Seunarine, Per Arne Sevle Myhr, Riya Shah, Shefali Shefali, Nobuhiro Shimizu, Barbara Skrzypek, Robert Snihur, Jan Soedingrekso, A. Søgaard, Dennis Soldin, Philipp Soldin, Giacomo Sommani, Christian Spannfellner, G. M. Spiczak, Christian Spiering, Juliana Stachurska, M. Stamatikos, Todor Stanev, T. Stezelberger, Timo Stürwald, Thomas Stuttard, G. W. Sullivan, I. Taboada, Samvel Ter-Antonyan, Andrii Terliuk, Amar Thakuri, Matthias Thiesmeyer, Will Thompson, Jessie Thwaites, Serap Tilav, Kirsten Tollefson, S. Toscano, Delia Tosi, Anuj Kumar Upadhyay, Karriem Upshaw, Arun Vaidyanathan, Nora Valtonen-Mattila, Janeth Valverde, Justin Vandenbroucke, Thijs van Eeden, N. van Eijndhoven, Lene van Rootselaar, J. V. Santen, Félix Carbonell, Fahim Varsi, Megha Venugopal, Matthias Vereecken, Sebastian Vergara Carrasco, Stef Verpoest, Doğa Veske, Aishwarya Vijai, Joshua Villarreal, C. Walck, Andrew Wang, Elizabeth Warrick, Chris Weaver, Philip Weigel, Andreas Weindl, Jan Weldert, Alex Wen, Chris Wendt, Johannes Werthebach, Mark Weyrauch, N. Whitehorn, C. H. Wiebusch, Dawn Williams, Lucas Witthaus, Martin Wolf, Gerrit Wrede, Xianwu Xu, Juan Pablo Yáñez, Yuhua Yao, Emre Burak Yildizci, S. Yoshida, Robert Young, G. B. Yu, Shiqi Yu, Tianlu Yuan, Angela Zegarelli, Shuo Zhang, Zelong Zhang, Pavel Zhelnin, Perri Zilberman
Bibliographic record
Venuenot available
Typearticle
Languageen
FieldEngineering
TopicIcing and De-icing Technologies
Canadian institutionsnot available
FundersOffice of Experimental Program to Stimulate Competitive ResearchMarsden FundJapan Society for the Promotion of ScienceDeutsches Elektronen-SynchrotronNatural Sciences and Engineering Research Council of CanadaOffice of Polar ProgramsCollege of Engineering, Michigan State UniversityChiba UniversityAlliance de recherche numérique du CanadaHelmholtz Alliance for Astroparticle PhysicsInstitute for Global Prominent Research, Chiba UniversityRWTH Aachen UniversityKnut och Alice Wallenbergs StiftelseVillum FondenNational Research Foundation of KoreaSchweizerischer Nationalfonds zur Förderung der Wissenschaftlichen ForschungNational Science FoundationBelgian Federal Science Policy OfficeDeutsche ForschungsgemeinschaftMichigan State UniversityNational Research FoundationUniversity of Wisconsin-MadisonVetenskapsrådetU.S. Department of EnergyOffice of Advanced CyberinfrastructureEuropean CommissionWestern Canada Research GridFonds De La Recherche Scientifique - FNRSPolarforskningssekretariatetFonds Wetenschappelijk OnderzoekNvidiaMarquette University
KeywordsCherenkov radiationAir showerObservatoryCosmic rayNeutrinoEnergy spectrumMuonZenith
Abstract
The IceAct telescopes are Imaging Air Cherenkov telescopes installed as part of the IceCube Neutrino Observatory at the geographic South Pole. They consist of a 61 pixel camera and are small and robust to withstand the harsh environmental conditions. IceAct detects Cherenkov light produced by cosmic-ray particles with energies above approximately 10 TeV interacting inside the atmosphere, which is complementary to the measurement of the air shower at the surface by IceTop and the high-energy muons in the deep ice. Two telescopes have been taking data since 2019 with a conservative estimated duty cycle of around 10%. A graph neural network is used to reconstruct the basic air shower properties, like geometry and primary energy. This work focuses on the current progress in analyzing the energy spectrum of cosmic rays using IceAct data.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Simulation or modeling · Consensus signal: Simulation or modeling
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.845
Threshold uncertainty score0.153
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
Opus teacher head0.003
GPT teacher head0.211
Teacher spread0.208 · how far apart the two teachers sit on this one work
Validation status
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
The models applied no category: nothing in the taxonomy fit this work.
Study designSimulation or modeling
Domainnot available
GenreEmpirical
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".
Quick stats
Citations0
Published2025
Admission routes1
Has abstractyes