Transforming jet flavour tagging at ATLAS
Nature Communications 17:1 (2026) 541
Authors:
G Aad, E Aakvaag, B Abbott, S Abdelhameed, K Abeling, NJ Abicht, SH Abidi, M Aboelela, A Aboulhorma, H Abramowicz, Y Abulaiti, BS Acharya, A Ackermann, C Adam Bourdarios, L Adamczyk, SV Addepalli, MJ Addison, J Adelman, A Adiguzel, T Adye, AA Affolder, Y Afik, MN Agaras, A Aggarwal, C Agheorghiesei, F Ahmadov, S Ahuja, X Ai, G Aielli, A Aikot, M Ait Tamlihat, B Aitbenchikh, M Akbiyik, TPA Åkesson, AV Akimov, D Akiyama, NN Akolkar, S Aktas, GL Alberghi, J Albert, U Alberti, P Albicocco, GL Albouy, S Alderweireldt, ZL Alegria, M Aleksa, IN Aleksandrov, C Alexa, T Alexopoulos, F Alfonsi, M Algren, M Alhroob, B Ali, HMJ Ali, S Ali, SW Alibocus, M Aliev, G Alimonti, W Alkakhi, C Allaire, BMM Allbrooke, JS Allen, JF Allen, PP Allport, A Aloisio, F Alonso, C Alpigiani, ZMK Alsolami, A Alvarez Fernandez, M Alves Cardoso, MG Alviggi, M Aly, Y Amaral Coutinho, A Ambler, C Amelung, M Amerl, CG Ames, T Amezza, D Amidei, B Amini, K Amirie, A Amirkhanov, SP Amor Dos Santos, KR Amos, D Amperiadou, S An, C Anastopoulos, T Andeen, JK Anders, AC Anderson, A Andreazza, S Angelidakis, A Angerami, AV Anisenkov, A Annovi, C Antel, E Antipov, M Antonelli, F Anulli, M Aoki, T Aoki, MA Aparo, L Aperio Bella, M Apicella, C Appelt, A Apyan, M Arampatzi, SJ Arbiol Val, C Arcangeletti, ATH Arce, J-F Arguin, S Argyropoulos, J-H Arling, O Arnaez, H Arnold, G Artoni, H Asada, K Asai, S Asai, S Asatryan, NA Asbah, RA Ashby Pickering, AM Aslam, K Assamagan, R Astalos, KSV Astrand, S Atashi, RJ Atkin, H Atmani, PA Atmasiddha, K Augsten, AD Auriol, VA Austrup, G Avolio, K Axiotis, A Azzam, D Babal, H Bachacou, K Bachas, A Bachiu, E Bachmann, MJ Backes, A Badea, TM Baer, P Bagnaia, M Bahmani, D Bahner, K Bai, JT Baines, L Baines, OK Baker, E Bakos, D Bakshi Gupta, LE Balabram Filho, V Balakrishnan, R Balasubramanian, EM Baldin, P Balek, E Ballabene, F Balli, LM Baltes, WK Balunas, J Balz, I Bamwidhi, E Banas, M Bandieramonte, A Bandyopadhyay, S Bansal, L Barak, M Barakat, EL Barberio, D Barberis, M 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Yardley, J Ye, S Ye, X Ye, Y Yeh, I Yeletskikh, B Yeo, MR Yexley, TP Yildirim, K Yorita, CJS Young, C Young, ND Young, Y Yu, J Yuan, M Yuan, R Yuan, L Yue, M Zaazoua, B Zabinski, I Zahir, A Zaio, ZK Zak, T Zakareishvili, S Zambito, JA Zamora Saa, J Zang, R Zanzottera, O Zaplatilek, C Zeitnitz, H Zeng, JC Zeng, DT Zenger, O Zenin, T Ženiš, S Zenz, D Zerwas, M Zhai, DF Zhang, G Zhang, J Zhang, J Zhang, K Zhang, L Zhang, L Zhang, P Zhang, R Zhang, S Zhang, T Zhang, Y Zhang, Y Zhang, Y Zhang, Y Zhang, Z Zhang, Z Zhang, H Zhao, T Zhao, Y Zhao, Z Zhao, A Zhemchugov, J Zheng, K Zheng, X Zheng, Z Zheng, D Zhong, B Zhou, H Zhou, N Zhou, Y Zhou, Y Zhou, Y Zhou, CG Zhu, J Zhu, X Zhu, Y Zhu, Y Zhu, X Zhuang, K Zhukov, NI Zimine, J Zinsser, M Ziolkowski, L Živković, A Zoccoli, K Zoch, A Zografos, TG Zorbas, O Zormpa, L ZwalinskiAbstract:
Jet flavour tagging enables the identification of jets originating from heavy-flavour quarks in proton–proton collisions at the Large Hadron Collider, playing a critical role in its physics programmes. This paper presents GN2, a transformer-based flavour tagging algorithm deployed by the ATLAS Collaboration that represents a different methodology compared to previous approaches. Designed to classify jets based on the flavour of their constituent particles, GN2 processes low-level tracking information in an end-to-end architecture and incorporates physics-informed auxiliary training objectives to enhance both interpretability and performance. Its performance is validated in both simulation and collision data. The measured c-jet (light-jet) rejection in data is improved by a factor of 3.5 (1.8) for a 70% b-jet tagging efficiency, compared to the previous algorithm. GN2 provides substantial benefits for physics analyses involving heavy-flavour jets, such as measurements of Higgs boson pair production and the couplings of bottom and charm quarks to the Higgs boson, and demonstrates the impact of advanced machine learning methods in experimental particle physics.Measurement of muon neutrino induced charged current interactions without charged pions in the final state using a new T2K off-axis near detector WAGASCI-BabyMIND
(2026)
Authors:
K Abe, S Abe, R Akutsu, H Alarakia-Charles, YI Alj Hakim, S Alonso Monsalve, L Anthony, S Aoki, KA Apte, T Arai, T Arihara, S Arimoto, Y Ashida, ET Atkin, N Babu, V Baranov, GJ Barker, G Barr, D Barrow, P Bates, L Bathe-Peters, M Batkiewicz-Kwasniak, N Baudis, V Berardi, L Berns, S Bhattacharjee, A Blanchet, A Blondel, PMM Boistier, S Bolognesi, S Bordoni, SB Boyd, C Bronner, A Bubak, M Buizza Avanzini, F Cadoux, NF Calabria, S Cao, S Cap, D Carabadjac, SL Cartwright, MP Casado, MG Catanesi, J Chakrani, A Chalumeau, D Cherdack, A Chvirova, J Coleman, G Collazuol, F Cormier, AAL Craplet, A Cudd, D D'ago, C Dalmazzone, T Daret, P Dasgupta, C Davis, Yu I Davydov, P de Perio, G De Rosa, T Dealtry, C Densham, A Dergacheva, R Dharmapal Banerjee, F Di Lodovico, G Diaz Lopez, S Dolan, D Douqa, TA Doyle, O Drapier, KE Duffy, J Dumarchez, P Dunne, K Dygnarowicz, A Eguchi, J Elias, S Emery-Schrenk, G Erofeev, A Ershova, G Eurin, D Fedorova, S Fedotov, M Feltre, L Feng, D Ferlewicz, AJ Finch, MD Fitton, C Forza, M Friend, Y Fujii, Y Fukuda, Y Furui, J García-Marcos, AC Germer, L Giannessi, C Giganti, M Girgus, V Glagolev, M Gonin, EAG Goodman, K Gorshanov, P Govindaraj, M Grassi, M Guigue, FY Guo, DR Hadley, S Han, DA Harris, RJ Harris, T Hasegawa, CM Hasnip, S Hassani, NC Hastings, Y Hayato, I Heitkamp, D Henaff, Y Hino, J Holeczek, A Holin, T Holvey, NT Hong Van, T Honjo, MCF Hooft, K Hosokawa, J Hu, AK Ichikawa, K Ieki, M Ikeda, TH Ishida, T Ishida, M Ishitsuka, H Ito, S Ito, A Izmaylov, N Jachowicz, SJ Jenkins, C Jesús-Valls, M Jia, JJ Jiang, JY Ji, TP Jones, P Jonsson, S Joshi, M Kabirnezhad, AC Kaboth, H Kakuno, J Kameda, S Karpova, VS Kasturi, Y Kataoka, T Katori, A Kawabata, Y Kawamura, M Kawaue, E Kearns, M Khabibullin, A Khotjantsev, T Kikawa, S King, V Kiseeva, J Kisiel, A Klustová, L Kneale, H Kobayashi, Sota R Kobayashi, L Koch, S Kodama, M Kolupanova, A Konaka, LL Kormos, Y Koshio, K Kowalik, Y Kudenko, Y Kudo, A Kumar Jha, R Kurjata, V Kurochka, T Kutter, L Labarga, M Lachat, K Lachner, J Lagoda, SM Lakshmi, M Lamers James, A Langella, DH Langridge, J-F Laporte, D Last, N Latham, M Laveder, L Lavitola, M Lawe, D Leon Silverio, S Levorato, SV Lewis, B Li, C Lin, RP Litchfield, SL Liu, W Li, A Longhin, A Lopez Moreno, L Ludovici, X Lu, T Lux, LN Machado, L Magaletti, K Mahn, KK Mahtani, M Mandal, S Manly, AD Marino, DGR Martin, DA Martinez Caicedo, L Martinez, M Martini, T Matsubara, R Matsumoto, V Matveev, C Mauger, K Mavrokoridis, N McCauley, KS McFarland, C McGrew, J McKean, A Mefodiev, L Mellet, C Metelko, M Mezzetto, S Miki, V Mikola, EW Miller, A Minamino, O Mineev, S Mine, J Mirabito, M Miura, S Moriyama, S Moriyama, P Morrison, Th A Mueller, D Munford, A Muñoz, L Munteanu, Y Nagai, T Nakadaira, K Nakagiri, M Nakahata, Y Nakajima, KD Nakamura, A Nakano, Y Nakano, S Nakayama, T Nakaya, K Nakayoshi, CER Naseby, DT Nguyen, VQ Nguyen, K Niewczas, S Nishimori, Y Nishimura, Y Noguchi, T Nosek, F Nova, JC Nugent, HM O'Keeffe, L O'Sullivan, R Okazaki, W Okinaga, K Okumura, T Okusawa, N Onda, N Ospina, L Osu, N Otani, Y Oyama, V Paolone, J Pasternak, D Payne, TPD Peacock, M Pfaff, L Pickering, G Pintaudi, B Popov, AJ Portocarrero Yrey, M Posiadala-Zezula, YS Prabhu, H Prasad, F Pupilli, B Quilain, PT Quyen, E Radicioni, B Radics, MA Ramirez, R Ramsden, PN Ratoff, M Reh, G Reina, C Riccio, DW Riley, E Rondio, S Roth, N Roy, A Rubbia, L Russo, A Rychter, W Saenz, K Sakashita, S Samani, F Sánchez, EM Sandford, Y Sato, T Schefke, CM Schloesser, K Scholberg, M Scott, Y Seiya, T Sekiguchi, H Sekiya, T Sekiya, D Seppala, D Sgalaberna, A Shaikhiev, M Shiozawa, Y Shiraishi, A Shvartsman, N Skrobova, K Skwarczynski, D Smyczek, M Smy, JT Sobczyk, H Sobel, FJP Soler, AJ Speers, R Spina, A Srivastava, P Stowell, Y Stroke, IA Suslov, A Suzuki, SY Suzuki, M Tada, S Tairafune, A Takeda, Y Takeuchi, K Takeya, HK Tanaka, H Tanigawa, VV Tereshchenko, N Thamm, C Touramanis, N Tran, T Tsukamoto, M Tzanov, Y Uchida, M Vagins, M Varghese, I Vasilyev, G Vasseur, E Villa, U Virginet, T Vladisavljevic, T Wachala, S-I Wada, D Wakabayashi, HT Wallace, JG Walsh, L Wan, D Wark, MO Wascko, A Weber, R Wendell, MJ Wilking, C Wilkinson, JR Wilson, K Wood, C Wret, J Xia, K Yamamoto, T Yamamoto, C Yanagisawa, Y Yang, T Yano, K Yasutome, N Yershov, U Yevarouskaya, M Yokoyama, Y Yoshimoto, N Yoshimura, R Zaki, A Zalewska, J Zalipska, G Zarnecki, J Zhang, XY Zhao, H Zheng, H Zhong, T Zhu, M Ziembicki, ED Zimmerman, M Zito, S ZsoldosMuon tracking in a LiquidO opaque scintillator detector
Journal of Instrumentation IOP Publishing 21:01 (2026) p01010
Authors:
J Apilluelo, L Asquith, EF Bannister, NP Barradas, CL Baylis, JL Beney, M Berberan E Santos, X de la Bernardie, TJC Bezerra, M Bongrand, C Bourgeois, D Breton, J Busto, A Cabrera, A Cadiou, E Calvo, M de Carlos Generowicz, E Chauveau, BJ Cattermole, M Chen, P Chimenti, DF Cowen, S Kr Das, S Dusini, A Earle, M Felizardo, C Frigerio Martins, J Galán, JA García, A Gibson-Foster, C Girard-Carillo, WC Griffith, JJ Gómez-Cadenas, M Guitière, F Haddad, J Hartnell, A Holin, IG Irastorza, I Jovanovic, A Kling, L Koch, P Lasorak, JF Le Du, F Lefevre, P Loaiza, JA Lock, G Luzón, J Maalmi, JP Malhado, F Mantovani, JG Marques, C Marquet, M Martínez, JT Moffat, D Navas-Nicolás, H Nunokawa, JP Ochoa-Ricoux, T Palmeira, C Palomares, D Petyt, P Pillot, A Pin, JCC Porter, MS Pravikoff, S Richards, N Rodrigues, M Roche, R Rosero, B Roskovec, ML Sarsa, S Schoppmann, A Serafini, C Shepherd-Themistocleous, W Shorrock, M Silva, L Simard, SR Soleti, D Stocco, V Strati, JS Stutzmann, F Suekane, N Tuccori, A Verdugo, B Viaud, SM Wakely, A Weber, G Wendel, AS Wilhelm, AWR Wong, M Yeh, F Yermia, The LiquidO collaborationAbstract:
LiquidO is an innovative radiation detector concept. The core idea is to exploit stochastic light confinement in a highly scattering medium to self-segment the detector volume. In this paper, we demonstrate event-by-event muon tracking in a LiquidO opaque scintillator detector prototype. The detector consists of a 30 mm cubic scintillator volume instrumented with 64 wavelength-shifting fibres arranged in an 8 × 8 grid with a 3.2 mm pitch and read out by silicon photomultipliers. A wax-based opaque scintillator with a scattering length of approximately 0.5 mm is used. The tracking performance of this LiquidO detector is characterised with cosmic-ray muons and the position resolution is demonstrated to be 450 μm per row of fibres. These results highlight the potential of LiquidO opaque scintillator detectors to achieve fine spatial resolution, enabling precise particle tracking and imaging.Results from the T2K Experiment on Neutrino Mixing Including a New Far Detector μ-like Sample
Physical Review Letters American Physical Society (APS) 135:26 (2025) 261801
Authors:
K Abe, S Abe, R Akutsu, H Alarakia-Charles, YI Alj Hakim, S Alonso Monsalve, L Anthony, S Aoki, KA Apte, T Arai, T Arihara, S Arimoto, Y Ashida, ET Atkin, N Babu, V Baranov, GJ Barker, G Barr, D Barrow, P Bates, L Bathe-Peters, M Batkiewicz-Kwasniak, N Baudis, V Berardi, L Berns, S Bhattacharjee, A Blanchet, A Blondel, PMM Boistier, S Bolognesi, S Bordoni, SB Boyd, C Bronner, A Bubak, M Buizza Avanzini, JA Caballero, F Cadoux, NF Calabria, S Cao, S Cap, D Carabadjac, SL Cartwright, MP Casado, MG Catanesi, J Chakrani, A Chalumeau, D Cherdack, A Chvirova, J Coleman, G Collazuol, F Cormier, AAL Craplet, A Cudd, D D’Ago, C Dalmazzone, T Daret, P Dasgupta, C Davis, Yu I Davydov, P de Perio, G De Rosa, T Dealtry, C Densham, A Dergacheva, R Dharmapal Banerjee, F Di Lodovico, G Diaz Lopez, S Dolan, D Douqa, TA Doyle, O Drapier, KE Duffy, J Dumarchez, P Dunne, K Dygnarowicz, A Eguchi, J Elias, S Emery-Schrenk, G Erofeev, A Ershova, G Eurin, D Fedorova, S Fedotov, M Feltre, L Feng, D Ferlewicz, AJ Finch, MD Fitton, C Forza, M Friend, Y Fujii, Y Fukuda, Y Furui, J García-Marcos, AC Germer, L Giannessi, C Giganti, M Girgus, V Glagolev, M Gonin, R González Jiménez, J González Rosa, EAG Goodman, K Gorshanov, P Govindaraj, M Grassi, M Guigue, FY Guo, DR Hadley, S Han, DA Harris, RJ Harris, T Hasegawa, CM Hasnip, S Hassani, NC Hastings, Y Hayato, I Heitkamp, D Henaff, Y Hino, J Holeczek, A Holin, T Holvey, NT Hong Van, T Honjo, MCF Hooft, K Hosokawa, J Hu, AK Ichikawa, K Ieki, M Ikeda, TH Ishida, T Ishida, M Ishitsuka, H Ito, S Ito, A Izmaylov, N Jachowicz, SJ Jenkins, C Jesús-Valls, M Jia, JJ Jiang, JY Ji, TP Jones, P Jonsson, S Joshi, CK Jung, M Kabirnezhad, AC Kaboth, H Kakuno, J Kameda, S Karpova, VS Kasturi, Y Kataoka, T Katori, A Kawabata, Y Kawamura, M Kawaue, E Kearns, M Khabibullin, A Khotjantsev, T Kikawa, S King, V Kiseeva, J Kisiel, A Klustová, L Kneale, H Kobayashi, Sota R Kobayashi, L Koch, S Kodama, M Kolupanova, A Konaka, LL Kormos, Y Koshio, K Kowalik, Y Kudenko, Y Kudo, A Kumar Jha, R Kurjata, V Kurochka, T Kutter, L Labarga, M Lachat, K Lachner, J Lagoda, SM Lakshmi, M Lamers James, A Langella, DH Langridge, J-F Laporte, D Last, N Latham, M Laveder, L Lavitola, M Lawe, D Leon Silverio, S Levorato, SV Lewis, B Li, C Lin, RP Litchfield, SL Liu, W Li, A Longhin, A Lopez Moreno, L Ludovici, X Lu, T Lux, LN Machado, L Magaletti, K Mahn, KK Mahtani, M Mandal, S Manly, AD Marino, DGR Martin, DA Martinez Caicedo, L Martinez, M Martini, T Matsubara, R Matsumoto, V Matveev, C Mauger, K Mavrokoridis, N McCauley, KS McFarland, C McGrew, J McKean, A Mefodiev, GD Megias, L Mellet, C Metelko, M Mezzetto, S Miki, V Mikola, EW Miller, A Minamino, O Mineev, S Mine, J Mirabito, M Miura, S Moriyama, S Moriyama, P Morrison, Th A Mueller, D Munford, A Muñoz, L Munteanu, Y Nagai, T Nakadaira, K Nakagiri, M Nakahata, Y Nakajima, KD Nakamura, A Nakano, Y Nakano, S Nakayama, T Nakaya, K Nakayoshi, CER Naseby, DT Nguyen, VQ Nguyen, K Niewczas, S Nishimori, Y Nishimura, Y Noguchi, T Nosek, F Nova, JC Nugent, HM O’Keeffe, L O’Sullivan, R Okazaki, W Okinaga, K Okumura, T Okusawa, N Onda, N Ospina, L Osu, N Otani, Y Oyama, V Paolone, J Pasternak, D Payne, TPD Peacock, M Pfaff, L Pickering, B Popov, AJ Portocarrero Yrey, M Posiadala-Zezula, YS Prabhu, H Prasad, F Pupilli, B Quilain, PT Quyen, E Radicioni, B Radics, MA Ramirez Delgado, R Ramsden, PN Ratoff, M Reh, G Reina, C Riccio, DW Riley, E Rondio, S Roth, N Roy, A Rubbia, L Russo, A Rychter, W Saenz, K Sakashita, S Samani, F Sánchez, EM Sandford, Y Sato, T Schefke, CM Schloesser, K Scholberg, M Scott, Y Seiya, T Sekiguchi, H Sekiya, T Sekiya, D Seppala, D Sgalaberna, A Shaikhiev, M Shiozawa, Y Shiraishi, A Shvartsman, N Skrobova, K Skwarczynski, D Smyczek, M Smy, JT Sobczyk, H Sobel, FJP Soler, AJ Speers, R Spina, A Srivastava, P Stowell, Y Stroke, IA Suslov, A Suzuki, SY Suzuki, M Tada, S Tairafune, A Takeda, Y Takeuchi, K Takeya, HK Tanaka, H Tanigawa, A Teklu, VV Tereshchenko, N Thamm, C Touramanis, N Tran, T Tsukamoto, M Tzanov, Y Uchida, M Vagins, M Varghese, I Vasilyev, G Vasseur, E Villa, U Virginet, T Vladisavljevic, T Wachala, S-I Wada, D Wakabayashi, HT Wallace, JG Walsh, L Wan, D Wark, MO Wascko, A Weber, R Wendell, MJ Wilking, C Wilkinson, JR Wilson, K Wood, C Wret, J Xia, K Yamamoto, T Yamamoto, C Yanagisawa, Y Yang, T Yano, K Yasutome, N Yershov, U Yevarouskaya, M Yokoyama, Y Yoshimoto, N Yoshimura, R Zaki, A Zalewska, J Zalipska, G Zarnecki, J Zhang, XY Zhao, H Zheng, H Zhong, T Zhu, M Ziembicki, ED Zimmerman, M Zito, S ZsoldosAbstract:
We have made improved measurements of three-flavor neutrino mixing with protons on target in (anti-)neutrino-enhanced beam modes. A new sample of muon-neutrino events with tagged pions has been added at the far detector, as well as new proton and photon-tagged samples at the near detector. Significant improvements have been made to the flux and neutrino interaction modeling. T2K data continue to prefer the normal mass ordering and upper octant of with a near-maximal value of the charge-parity violating phase with best-fit values in the normal ordering of , and .Results from the T2K experiment on neutrino mixing including a new far detector $μ$-like sample
(2025)