A continuous calibration of the ATLAS flavour-tagging classifiers via optimal transportation maps

Aad, G.; Aakvaag, E.; Abbott, B.; Abdelhameed, S.; Abeling, K.; Abicht, N. J.; Abidi, S. H.; Aboelela, M.; Aboulhorma, A.; Abramowicz, H.; Abreu, H.; Abulaiti, Y.; Acharya, B. S.; Ackermann, A.; Bourdarios, C. Adam; Adamczyk, L.; Addepalli, S. V.; Addison, M. J.; Adelman, J.; Adiguzel, A.; Adye, T.; Affolder, A. A.; Afik, Y.; Agaras, M. N.; Aggarwal, A.; Agheorghiesei, C.; Ahmadov, F.; Ahuja, S.; Ai, X.; Aielli, G.; Aikot, A.; Tamlihat, M. Ait; Aitbenchikh, B.; Akbiyik, M.; Åkesson, T. P. A.; Akimov, A. V.; Akiyama, D.; Akolkar, N. N.; Aktas, S.; Al Khoury, K.; Alberghi, G. L.; Albert, J.; Albicocco, P.; Albouy, G. L.; Alderweireldt, S.; Alegria, Z. L.; Aleksa, M.; Aleksandrov, I. N.; Alexa, C.; Alexopoulos, T.; Alfonsi, F.; Algren, M.; Alhroob, M.; Ali, B.; Ali, H. M. J.; Ali, S.; Alibocus, S. W.; Aliev, M.; Alimonti, G.; Alkakhi, W.; Allaire, C.; Allbrooke, B. M. M.; Allen, J. S.; Allen, J. F.; Allendes Flores, C. A.; Allport, P. P.; Aloisio, A.; Alonso, F.; Alpigiani, C.; Alsolami, Z. M. K.; Alvarez Estevez, M.; Alvarez Fernandez, A.; Alves Cardoso, M.; Alviggi, M. G.; Aly, M.; Amaral Coutinho, Y.; Ambler, A.; Amelung, C.; Amerl, M.; Ames, C. G.; Amidei, D.; Amini, B.; Amirie, K.; Amor Dos Santos, S. P.; Amos, K. R.; Amperiadou, D.; An, S.; Ananiev, V.; Anastopoulos, C.; Andeen, T.; Anders, J. K.; Anderson, A. C.; Andrean, S. Y.; Andreazza, A.; Angelidakis, S.; Angerami, A.; Anisenkov, A. V.; Annovi, A.; Antel, C.; Antipov, E.; Antonelli, M.; Anulli, F.; Aoki, M.; Aoki, T.; Aparo, M. A.; Aperio Bella, L.; Appelt, C.; Apyan, A.; Arbiol Val, S. J.; Arcangeletti, C.; Arce, A. T. H.; Arguin, J.-F.; Argyropoulos, S.; Arling, J.-H.; Arnaez, O.; Arnold, H.; Artoni, G.; Asada, H.; Asai, K.; Asai, S.; Asbah, N. A.; Ashby Pickering, R. A.; Assamagan, K.; Astalos, R.; Astrand, K. S. V.; Atashi, S.; Atkin, R. J.; Atmani, H.; Atmasiddha, P. A.; Augsten, K.; Auriol, A. D.; Austrup, V. A.; Avolio, G.; Axiotis, K.; Azuelos, G.; Babal, D.; Bachacou, H.; Bachas, K.; Bachiu, A.; Bachmann, E.; Badea, A.; Baer, T. M.; Bagnaia, P.; Bahmani, M.; Bahner, D.; Bai, K.; Baines, J. T.; Baines, L.; Baker, O. K.; Bakos, E.; Bakshi Gupta, D.; Balabram Filho, L. E.; Balakrishnan, V.; Balasubramanian, R.; Baldin, E. M.; Balek, P.; Ballabene, E.; Balli, F.; Baltes, L. M.; Balunas, W. K.; Balz, J.; Bamwidhi, I.; Banas, E.; Bandieramonte, M.; Bandyopadhyay, A.; Bansal, S.; Barak, L.; Barakat, M.; Barberio, E. L.; Barberis, D.; Barbero, M.; Barel, M. Z.; Barillari, T.; Barisits, M.-S.; Barklow, T.; Baron, P.; Baron Moreno, D. A.; Baroncelli, A.; Barr, A. J.; Barr, J. D.; Barreiro, F.; Barreiro Guimarães da Costa, J.; Barros Teixeira, M. G.; Barsov, S.; Bartels, F.; Bartoldus, R.; Barton, A. E.; Bartos, P.; Basan, A.; Baselga, M.; Bassalat, A.; Basso, M. J.; Bataju, S.; Bate, R.; Bates, R. 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doi:10.1140/epjc/s10052-025-14682-0

Title: A continuous calibration of the ATLAS flavour-tagging classifiers via optimal transportation maps

Journal Article · Mon Nov 10 00:00:00 UTC 2025 · European Physical Journal. C, Particles and Fields (Online)

DOI: https://doi.org/10.1140/epjc/s10052-025-14682-0 · OSTI ID:3020332

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Aix-Marseille Université
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University of Oklahoma
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Georg-August-Universität Göttingen
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Laboratório de Instrumentação e Física Experimental de Partículas-LIP; Universidade de Coimbra
Duke University; Shanghai Jiao Tong University, SKLPPC; Shanghai Jiao Tong University
University of Glasgow; Rutherford Appleton Laboratory

A calibration of the ATLAS flavour-tagging algorithms using a new calibration procedure based on optimal transportation maps is presented. Simultaneous, continuous corrections to the b-jet, c-jet, and light-flavour jet classification probabilities from jet-tagging algorithms in simulation are derived for b-jets using $$t\bar{t} \rightarrow e\mu \nu \nu bb$$ data. After application of the derived calibration maps, closure between simulation and observation is achieved for jet flavour observables used in ATLAS analyses of Large Hadron Collider (LHC) Run 2 proton-proton collision data. This continuous calibration opens up new possibilities for the future use of jet flavour information in LHC analyses and also serves as a guide for deriving high-dimensional corrections to simulation via transportation maps, an important development for a broad range of inference tasks.

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Research Organization:: Univ. of Colorado, Boulder, CO (United States)

Sponsoring Organization:: USDOE Office of Science (SC), Nuclear Physics (NP)

Grant/Contract Number:: AC02-76SF00515; FG02-03ER41244

OSTI ID:: 3020332

Journal Information:: European Physical Journal. C, Particles and Fields (Online), Journal Name: European Physical Journal. C, Particles and Fields (Online) Journal Issue: 11 Vol. 85; ISSN 1434-6052

Publisher:: Springer NatureCopyright Statement

Country of Publication:: United States

Language:: English

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