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

Abstract 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 $$t\bar{t} \rightarrow e\mu \nu \nu bb$$ <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML"> <mml:mrow> <mml:mi>t</mml:mi> <mml:mover> <mml:mrow> <mml:mi>t</mml:mi> </mml:mrow> <mml:mrow> <mml:mo>¯</mml:mo> </mml:mrow> </mml:mover> <mml:mo>→</mml:mo> <mml:mi>e</mml:mi> <mml:mi>μ</mml:mi> <mml:mi>ν</mml:mi> <mml:mi>ν</mml:mi> <mml:mi>b</mml:mi> <mml:mi>b</mml:mi> </mml:mrow> </mml:math> 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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Journal
The European Physical Journal C
Published
2025-11-10
DOI
https://doi.org/10.1140/epjc/s10052-025-14682-0
Citations
1
Primary Topic
Particle Detector Development and Performance
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article
Field-Weighted Citation Impact
1.87

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article

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

G. Unal, A. Zoccoli, D. R. Shope, F. Lasagni Manghi et al.
1 citations
The European Physical Journal C
Particle Detector Development and Performance
1.87
article

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

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Zhang, Y. Wang, Steve Lloyd, Fido Dittus, Kostas Ntekas, Bjoern Wendland, G. Gagliardi, C. Marcon, P. Bokan, V. Castillo Gimenez, I. N. Potrap, E. Vilucchi, A. Polini, V. Kukhtin, M. Begalli, Y. W. Liu, M. Hirose, S. Tarem, C. E. Pandini, M. Kocian, A. J. Myers, C. Lampoudis, C. O. Sander, J. P. Rutherfoord, C. Gemme, B. Safarzadeh Samani, M. Chatterjee, R. De Asmundis, Cesar Gonzalez Renteria, B. Mondal, X. Chu, S. H. Robertson, H. Santos, Makis Valderanis, T. Kupfer, Matthew Drnevich, A. Vaitkus, Victor Hugo Ruelas Rivera, P. F. Giraud, L. Vozdecký, C. A. Gottardo, Philipp Rincke, Safa Gaid, Z. Tao, C. Nass, B. J. Gilbert, D. Qichen, Lucy Lewitt, Bhupesh Dixit, J. Zang, M. Errenst, L. Guo, P. A. Love, A. Negri, T. Dai, M. A. Aparo, S. Barsov, A. Rej, Camila Pazos, Emily Rose Duden, A. Petrukhin, R. Shaheen, A. Mehta, L. Poggioli, J. Salt, F. Fiedler, Sam Roberts, Ahmed Markhoos, Yi He
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Abstract

Abstract 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 $$t\bar{t} \rightarrow e\mu \nu \nu bb$$ <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML"> <mml:mrow> <mml:mi>t</mml:mi> <mml:mover> <mml:mrow> <mml:mi>t</mml:mi> </mml:mrow> <mml:mrow> <mml:mo>¯</mml:mo> </mml:mrow> </mml:mover> <mml:mo>→</mml:mo> <mml:mi>e</mml:mi> <mml:mi>μ</mml:mi> <mml:mi>ν</mml:mi> <mml:mi>ν</mml:mi> <mml:mi>b</mml:mi> <mml:mi>b</mml:mi> </mml:mrow> </mml:math> 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.

The European Physical Journal CVol. 85(11)
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