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Accuracy versus precision in boosted top tagging with the ATLAS detector
G. Aad, Erlend Aakvaag, B. Abbott, Sara Abdelhameed, K. Abeling, Nils Julius Abicht, S. H. Abidi, Mohammed Aboelela, A. Aboulhorma, H. Abramowicz, H. Abreu, Y. Abulaiti, B. S. Acharya, Anke Ackermann, C. Adam Bourdarios, L. Adamczyk, Sagar Addepalli, Matt Addison, J. Adelman, A. Adıgüzel, T. Adye, A. A. Affolder, Yoav Afik, M. N. Agaras, J. Agarwala, A. Aggarwal, C. Agheorghiesei, F. Ahmadov, W. S. Ahmed, S. Ahuja, X. Ai, G. Aielli, A. Aikot, M. Ait Tamlihat, B. Aitbenchikh, M. Akbiyik, T. P. A. Åkesson, Andrei Akimov, Daiya Akiyama, Nilima Nilesh Akolkar, S. Aktas, K. Al Khoury, G. L. Alberghi, J. Albert, P. Albicocco, Guillaume Lucas Albouy, S. Alderweireldt, Z. L. Alegria, M. Aleksa, C. Alexa, Theodoros Alexopoulos, F. Alfonsi, M. Algren, M. Alhroob, B. Ali, H. M. J. Ali, S. Ali, Samuel William Alibocus, M. Aliev, G. Alimonti, W. Alkakhi, C. Allaire, Benedict Allbrooke, Julia Frances Allen, C. Flores, P. P. Allport, Alberto Aloisio, F. Alonso, C. Alpigiani, Zainab Mohammad K Alsolami, M. Alvarez Estevez, A. Álvarez Fernández, Mario Alves Cardoso, M. G. Alviggi, M. Aly, Yara Do Amaral Coutinho, A. Ambler, Christoph Amelung, M. Amerl, C. G. Ames, D. Amidei, Baktash Amini, Kyle Amirie, S. P. Amor Dos Santos, K. R. Amos, Shiwen An, V. Ananiev, C. Anastopoulos, T. Andeen, J. K. Anders, Adam Campbell Anderson, S. Y. Andrean, Attilio Andreazza, S. Angelidakis, A. Angerami, A. V. Anisenkov, A. Annovi, C. Antel, E. Antipov, M. Antonelli, Fabio Anulli, M. Aoki, T. Aoki, M. A. Aparo, L. Aperio Bella, C. Appelt, Aram Apyan, Sergio Javier Arbiol Val, C. Arcangeletti, A. T. H. Arce, J-F. Arguin, S. Argyropoulos, J.-H. Arling, O. Arnaez, Hannah Arnold, G. Artoni, H. Asada, K. Asai, S. Asai, N. Asbah, Rachel Amy Ashby Pickering, K. Assamagan, R. Astalos, Karl Sten Vilhelm Astrand, Rose Atashi, R. J. Atkin, Markus Julian Atkinson, Hicham Atmani, P. A. Atmasiddha, K. Augsten, S. Auricchio, A. D. Auriol, V. A. Austrup, G. Avolio, K. Axiotis, G. Azuelos, Dominik Babal, H. Bachacou, K. Bachas, A. Bachiu, F. Backman, A. Badea, Tamas Marton Baer, P. Bagnaia, M. Bahmani, D. Bahner, Kehang Bai, J. T. Baines, L. Baines, Keith Baker, E. Bakos, D. Bakshi Gupta, Luiz Eduardo Balabram Filho, Veena Balakrishnan, R. Balasubramanian, E. M. Baldin, P. Balek, E. Ballabene, F. Balli, L. M. Baltes, W. K. Balunas, Johannes Balz, Isaac Bamwidhi, E. Banaś, M. Bandieramonte, A. Bandyopadhyay, Shubham Bansal, L. Barak, M. Barakat, E. L. Barberio, D. Barberis, M. Barbero, Marten Zefanja Barel, T. Barillari, M-S. Barisits, Tim Barklow, P. Baroň, Diego Baron, A. J. Barr, Jackson Barr, J. Barreiro Guimarães da Costa, Uriel Barron, S. Barsov, F. Bartels, A. E. Barton, P. Bartos, A. Basan, M. Baselga, A. Bassalat, M. J. Basso, Susan Bataju, Russell Bate, R. L. Bates, Souad Batlamous, B. Batool, M. Battaglia, D. Battulga, M. Bauce, Michael Bauer, Patrick Bauer, J. B. Beacham, T. Beau, Jean Yves Beaucamp, P. H. Beauchemin, Philip Bechtle, H. P. Beck, K. Becker, A. J. Beddall, V. A. Bednyakov, Chris Bee, L. J. Beemster, T. A. Beermann, M. Begalli, M. Begel, A. Behera, J. K. Behr, J. F. Beirer, F. Beisiegel, M. Belfkir, G. Bella, L. Bellagamba, A. Bellerive, P. Bellos, D. Benchekroun, F. Bendebba, Y. Benhammou, Kees Benkendorfer, L. Beresford, M. Beretta, E. Bergeaas Kuutmann, N. Berger, B. Bergmann, J. Beringer, G. Bernardi, C. Bernius, F. U. Bernlochner, F. Bernon, Adrian Berrocal Guardia, T. Berry, P. Berta, A. Berthold, S. Bethke, A. Betti, A. J. Bevan, Naman Kumar Bhalla, S. Bhatta, D. S. Bhattacharya, P. Bhattarai, Kartik Deepak Bhide, V. Bhopatkar, R. M. Bianchi, G. Bianco, O. Biebel, R. Bielski, M. Biglietti, Sully Billingsley, Yassine Bimgdi, M. Bindi, A. Bingül, C. Bini, G. A. Bird, Mattias Birman, M. Biros, S. Biryukov, T. Bisanz, E. Bisceglie, J. P. Biswal, D. Biswas, I. Bloch, A. Blue, U. Blumenschein, J. Blumenthal, V. S. Bobrovnikov, Burkhard Bohm, D. Bogavac, A. G. Bogdanchikov, C. Böhm, V. Boisvert, P. Bokan, T. Bołd, M. Bomben, M. Bóna, M. Boonekamp, C. D. Booth, A. G. Borbély, Iurii Bordulev, G. Borissov, D. Bortoletto, Davide Boscherini, M. Bosman, J. D. Bossio Sola, K. Bouaouda, N. Bouchhar, Leo Boudet, J. Boudreau, E. V. Bouhova-Thacker, D. Boumediene, R. Bouquet, A. Boveia, Jamie Boyd, D. Boye, I. Boyko, Leon Bozianu, J. Braciník, N. Brahimi, G. Brandt, O. Brandt, F. Braren, Benjamin Paul Brau, J. E. Brau, A. Roy, L. Brenner, R. Brenner, S. Bressler, G. Brianti, D. Britton, D. Britzger, Ian Brock, G. Brooijmans, Ethan Michael Brooks, Liza Brost, L. M. Brown, L. E. Bruce, Tim Lukas Bruckler, P. A. Bruckman de Renstrom, Ben Bruers, Alessia Bruni, G. Bruni, Marco Bruschi, N. Bruscino, T. Buanes, Q. Buat, D. Buchin, A. G. Buckley, Oleg Bulekov, B. A. Bullard, S. Burdin, C. D. Burgard, A. M. Burger, Blake Oliver Burghgrave, O. Burlayenko, Jared Dynes Burleson, Jon Burr, J. C. Burzynski, E. L. Busch, V. Buescher, P. J. Bussey, J. M. Butler, C. M. Buttar, J. M. Butterworth, C. J. Buxo Vazquez, Alexey Buzykaev, S. Cabrera Urbán, L. Cadamuro, D. Caforio, H. Cai, Y. Cai, Yizhou Cai, V. M. M. Cairo, Ö. Çakır, Noemi Calace, P. Calafiura, G. Calderini, P. Calfayan, G. Callea, Luiz Pereira Calôba, David Calvet, S. Calvet, M. Calvetti, R. Camacho Toro, S. Camarda, D. Camarero Munoz, P. Camarri, Maria Teresa Camerlingo, D. Cameron, C. Camincher, Mario Campanelli, A. Camplani, Vincenzo Canale, Ali Can Canbay, Enzo Canonero, Josu Cantero Garcia, Y. Cao, F. Capocasa, M. Capua, A. Carbone, R. Cardarelli, Juan Carlos Cardenas, Giovandomenico Carducci, T. Carli, G. Carlino, Ben Carlson, E. M. Carlson, J. Carmignani, L. Carminati, Alberto Carnelli, M. Carnesale, Sascha Caron, E. Carquín, S. Carrá, G. Carratta, A. Carroll, T. M. Carter, Pilar Casado Lechuga, M. Caspar, F. L. Castillo, L. Castillo García, V. Castillo Gimenez, N. F. Castro, A. Catinaccio, J. R. Catmore, Tom Cavaliere, V. Cavaliere, N. Cavalli, Laura Juliana Caviedes Betancourt, Yusuf Can Cekmecelioglu, E. Celebi, Sofia Cella, Federico Celli, M. S. Centonze, V. Cepaitis, K. Černý, A. S. Cerqueira, A. Cerri, L. Cerrito, Fabio Cerutti, B. Cervato, A. Cervelli, Gianmario Cesarini, S. A. Çetin, D. Chakraborty, J. Chan, J. D. Chapman, É. Chapon, B. Chargeishvili, D. G. Charlton, M. Chatterjee, C. Chauhan, Y. Che, S. Chekanov, S. V. Chekulaev, A. Chen, Boping Chen, Charlie Chen, H. Chen, H. Chen, Jing Chen, J. Chen, Maggie Chen, S. Chen, Xiang Chen, Xin Chen, Ye Chen, Alkaid Cheng, H. C. Cheng, S. Cheong, A. Cheplakov, E. Cheremushkina, E. Cherepanova, Rajaa Cherkaoui, E. Cheu, Kingman Cheung, L. Chevalier, V. Chiarella, G. Chiarelli, N. Chiedde, G. Chiodini, Andrew Stephen Chisholm, A. Chitan, M. Chitishvili, M. V. Chizhov, K. Choi, Y. Chou, E. Y. S. Chow, Michael Kwok Lam Chu, M. C. Chu, X. Chu, Zaza Chubinidze, J. Chudoba, J. J. Chwastowski, D. Cieri, K. M. Ciesla, V. Cindro, A. Ciocio, F. Cirotto, Zvi Citron, Mauro Citterio, Dan Andrei Ciubotaru, A. Clark, P. J. Clark, Noah Clarke Hall, Cameron Clarry, J. M. Clavijo Columbie, S. E. Clawson, C. Clément, Y. Coadou, M. Cobal, A. Coccaro, R. F. Coelho Barrue, R. Coelho Lopes De, S. Coelli, Brian Andrew Cole, J. Collot, P. Conde Muíño, Matt Connell, E. I. Conroy, F. Conventi, H. G. Cooke, A. M. Cooper-Sarkar, Federico Andrea Corchia, A. Cordeiro Oudot Choi, L. D. Corpe, M. Corradi, F. Corriveau, A. Cortes-Gonzalez, Maria Jose Costa Mezquita, F. Costanza, D. Costanzo, B. M. Cote, Jeremy Couthures, G. Cowan, K. Cranmer, D. Cremonini, Sabine Crepe-Renaudin, F. Crescioli, M. Cristinziani, M. Cristoforetti, V. Croft, J. E. Crosby, Nanni Crosetti, A. Cueto, H. Cui, Zhaoyuan Cui, W. R. Cunningham, F. Curcio, Jennifer Rachel Curran, P. Czodrowski, Mario Jose Sousa, J. V. Da Fonseca Pinto, C. Da Vià, W. Dąbrowski, T. Dado, S. Dahbi, T. Dai, D. Dal Santo, C. Dallapiccola, M. Dam, G. D’amen, V. D’Amico, Johannes Frederic Damp, J. R. Dandoy, D. Dannheim, M. Danninger, V. Dao, G. Darbo, S. J. Das, F. Dattola, Saverio d'Auria, Antonio d'Avanzo, C. David, T. Davídek, Ian Dawson, Henry Day-Hall, K. De, R. De Asmundis, N. De Biase, S. De Castro, N. De Groot, Paul de Jong, H. De la Torre, A. De Maria, A. De Salvo, U. De Sanctis, F. De Santis, A. De Santo, J. B. De Vivie De Regie, Dmitri Dedovich, J. Degens, F. Del Corso, J. Del Peso, Fer del Rio, L. Delagrange, F. Déliot, C. M. Delitzsch, M. Della Pietra, D. della Volpe, A. Dell’Acqua, L. Dell’Asta, Marco Delmastro, P. A. Delsart, S. Demers, M. Demichev, S. P. Denisov, L. D’Eramo, D. Derendarz, F. Derue, P. Dervan, K. Desch, C. Deutsch, F. A. Di Bello, A. Di Ciaccio, L. Di Ciaccio, A. Di Domenico, Camilla Di Donato, A. Di Girolamo, G. Di Gregorio, A. Di Luca, B. Di Micco, R. Di Nardo, K. F. Di Petrillo, M. Diamantopoulou, F. A. Dias, T. Dias Do Vale, M. A. Díaz, Federico Guillermo Diaz Capriles, Alisa Romanovna Didenko, Mariia Didenko, E. B. Diehl, Sergio Diez Cornell, C. Diez Pardos, C. Dimitriadi, Aleksandra Dimitrievska, J. Dingfelder, Thomas Benjamin Dingley, I-M. Dinu, Sebastian Dittmeier, Fido Dittus, Martin Divisek, F. Djama, T. Djobava, C. Doglioni, Adriana Dohnalova, J. Dolejší, Z. Doležal, Karolina Domijan, Kristin Dona, M. Donadelli, Binbin Dong, J. Donini, A. D’onofrio, M. D’Onofrio, Jens Dopke, Alessandra Doria, N. Dos Santos Fernandes, P. Dougan, M. T. Dova, Tony Doyle, M. A. Draguet, Etienne Dreyer, I. Drivas-koulouris, Matthew Drnevich, M. Drozdova, D. Du, Tristan Du Pree, Filipp Dubinin, M. Dubovsky, Ehud Duchovni, G. Duckeck, O. A. Ducu, D. Duda, A. Dudarev, Emily Rose Duden, M. D’uffizi, L. Duflot, Michael Duehrssen-Debling, Ioana Duminica, A. E. Dumitriu, M. Dunford, Sascha Dungs, K. Dunne, A. Duperrin, Hatice Yildiz, Michael Johannes Dueren, A. Durglishvili, Brianna Dwyer, Ian Dyckes, M. Dyndał, B. S. Dziedzic, Z. O. Earnshaw, G. H. Eberwein, B. Eckerova, S. Eggebrecht, Edmar Egidio Purcino de Souza, L. F. Ehrke, G. Eigen, Kevin Frank Einsweiler, T. Ekelöf, P. A. Ekman, S. El Farkh, Y. El Ghazali, H. El Jarrari, A. El Moussaouy, V. Ellajosyula, M. Ellert, F. Ellinghaus, Nick Ellis, Johannes Elmsheuser, M. Elsing, Dmitry Emeliyanov, Y. Enari, I. Ene, S. Epari, Paula Agnieszka Erland, Daniel Ernani Martins Neto, M. Errenst, M. Escalier, C. Escobar, G. Evans, H. Evans, Levi Evans, Aleksei Ezhilov, S. Ezzarqtouni, F. Fabbri, L. Fabbri, Gabriel Facini, V. Fadeyev, R. M. Fakhrutdinov, D. Fakoudis, S. Falciano, Luis Falda Coelho, F. Fallavollita, Gregorio Falsetti, J. Faltova, C. Fan, Y. Fan, Y. Fang, M. Fanti, M. Faraj, Z. Farazpay, A. Farbin, Ada Farilla, T. Farooque, S. M. Farrington, F. Fassi, D. Fassouliotis, M. Faucci Giannelli, W. J. Fawcett, L. Fayard, Pavol Federic, Pavla Federicova, O. L. Fedin, M. Feickert, L. Feligioni, D. E. Fellers, Cunfeng Feng, Z. Feng, M. J. Fenton, L. Ferencz, R. A. M. Ferguson, S. I. Fernandez Luengo, P. Fernandéz Martinéz, Maxime Fernoux, A. Ferrari, P. Ferrari, D. Ferrère, C. Ferretti, Davide Fiacco, Frank Fiedler, P. Fiedler, A. Filipčič, E. K. Filmer, F. Filthaut, M. C. N. Fiolhais, Luca Fiorini, W. C. Fisher, Tobias Fitschen, Peter Michael Fitzhugh, Ivor Fleck, P. Fleischmann, T. Flick, M. Flores, L. R. Flores Castillo, F. M. Follega, N. Fomin, J. H. Foo, A. Formica, A. C. Forti, E. Fortin, A. W. Fortman, M. G. Foti, L. Fountas, D. Fournier, H. Fox, P. Francavilla, S. Francescato, S. Franchellucci, M. Franchini, S. Franchino, D. Francis, L. Franco, V. Franco Lima, M. Franklin, G. Frattari, Y. Y. Frid, Johnny Friend, N. Fritzsche, A. Froch, D. Froidevaux, J. A. Frost, Yao Fu, Sebastian Julio Fuenzalida Garrido, M. Fujimoto, Kin Yip Fung, E. Furtado De Simas Filho, M. Furukawa, J. Fuster, Anne Gaa, A. Gabrielli, A. Gabrielli, P. Gadow, G. Gagliardi, L. G. Gagnon, Safa Gaid, S. Galantzan, E. J. Gallas, B. J. Gallop, K. K. Gan, Sanmay Ganguly, Y. Gao, Francisca Garay Walls, Berenice García, C. Garcı́a, A. García Alonso, A. G. Garcia Caffaro, J. E. García Navarro, M. Garcia-Sciveres, Gwen Llewellyn Gardner, Robert William Gardner, N. Garelli, D. Garg, R. B. Garg, Jack Gargan, Christopher Andrew Garner, C. M. Garvey, Veritas Katharina Gassmann, G. Gaudio, Viveka Gautam, P. Gauzzi, C. Gay, A. Gavrilyuk, C. Gay, G. Gaycken, E. N. Gazis, A. A. Geanta, C. M. Gee, Alex Gekow, C. Gemme, M. H. Genest, Simon George, W. F. George, T. Geralis, Marvin Emin Geyik, M. Ghani, K. Ghorbanian, A. Ghosal, A. Ghosh, A. Ghosh, B. Giacobbe, S. Giagu, Tommaso Giani, Antonio Giannini, S. M. Gibson, M. Gignac, D. T. Gil, A. K. Gilbert, Benjamin Jacob Gilbert, D. Gillberg, G. Gilles, Louis Ginabat, D. M. Gingrich, M. P. Giordani, Pierre-Francois Giraud, G. Giugliarelli, D. Giugni, F. Giuli, I. Gkialas, L. K. Gladilin, C. Glasman, Galen Rhodes Gledhill, G. Glemža, Marija Glisic, I. Gnesi, Yeonju Go, Maximilian Emanuel Goblirsch-Kolb, Benedikt Gocke, Dominique Godin, B. Gokturk, S. Goldfarb, T. Golling, Mpho Gift Doctor Gololo, D. Golubkov, J. P. Gombas, A. Gomes, Gabriel Gomes, A. J. Gomez Delegido, R. Gonçalo, L. Gonella, A. Gongadze, J. L. Gonski, S. González de la Hoz, R. Gonzalez Lopez, Cesar Gonzalez Renteria, Marcus Vinícius Gonzalez Rodrigues, R. Gonzalez Suarez, S. González-Sevilla, L. Goossens, Benedetto Gorini, E. Gorini, A. Gorišek, T. C. Gosart, Al Goshaw, M. I. Gostkin, S. Goswami, C. A. Gottardo, S. A. Gotz, M. Gouighri, V. Goumarre, A. G. Goussiou, N. Govender, R. P. Grabarczyk, I. Grabowska-Bołd, K. Graham, E. Gramstad, S. Grancagnolo, Charles Michael Grant, P. M. Gravila, F. G. Gravili, H. M. Gray, M. Greco, C. Grefe, Aurora Singstad Grefsrud, Ingrid Gregor, Kevin Thomas Greif, P. Grenier, Simon Gabriel Grewe, A. A. Grillo, S. Grinstein, J.-F. Grivaz, Eilam Gross, J. Große-Knetter, James Cameron Grundy, J. G. R. Guerrero Rojas, G. Guerrieri, Ralf Gugel, J. A. M. Guhit, Alessandro Guida, E. Guilloton, S. Guindon, F. Guo, J. Guo, L. Guo, Y. Guo, R. Gupta, Saime Gurbuz, S. S. Gurdasani, G. Gustavino, P. Gutierrez, L. F. Gutierrez Zagazeta, Manuel Gutsche, C. Gütschow, C. Gwenlan, C. B. Gwilliam, E. S. Haaland, A. Haas, Martin Habedank, C. Haber, H. K. Hadavand, A. Hadef, Sejla Hadzic, A. I. Hagan, Jan Joachim Hahn, J. Haley, J. J. Hall, Gregory Hallewell, Lea Halser, Kenji Hamano, G. N. Hamity, Emily Jane Hampshire, J. Han, K. Han, Liangliang Han, L. Han, Y. F. Han, K. Hanagaki, Mike Hance, D. A. Hangal, H. Hanif, M. D. Hank, J. B. Hansen, P. H. Hansen, Daigo Harada, T. Harenberg, Siarhei Harkusha, M. L. Harris, Ynyr Harris, Jack Harrison, N. M. Harrison, P. F. Harrison, N. M. Hartman, N. M. Hartmann, Rosanne Zara Hasan, Y. Hasegawa, Florian Haslbeck, Sohaib Hassan, Reiner Hauser, R. J. Hawkings, Y. Hayashi, D. Hayden, C. Hayes, R. L. Hayes, C. P. Hays, H. S. Hayward, Fudong He, M. He, Yajun He, Y. He, N. B. Heatley, V. Hedberg, A. L. Heggelund, N. D. Hehir, Constantin Heidegger, K. K. Heidegger, J. Heilman, S. Heim, T. Heim, J. G. Heinlein, J. J. Heinrich, L. Heinrich, Jiri Hejbal, A. Held, Simen Hellesund, C. M. Helling, S. Hellman, Robert Henderson, L. Henkelmann, Ana Maria Henriques Correia, H. Herde, L. M. Herrmann, Tim Herrmann, G. Herten, R. Hertenberger, Luis Hervas, Moritz Hesping, Nigel Hessey, Mourad Hidaoui, Nihad Hidic, E. Hill, S. J. Hillier, Julia Rose Hinds, F. Hinterkeuser, M. Hirose, S. Hirose, D. Hirschbuehl, Tom Hitchings, B. Hiti, J. Hobbs, R. Hobincu, N. Hod, M. C. Hodgkinson, Ben Hodkinson, A. Hoecker, J. Hofer, T. Holm, M. Holzbock, Bart Hommels, B. P. Honan, Jae Jin Hong, J. Hong, T. M. Hong, B. H. Hooberman, W. H. Hopkins, Matthew Caleb Hoppesch, Y. Horii, A. S. Howard, J. Howarth, J. Hoya, M. Hrabovský, A. Hrynevich, T. Hryn’ova, P. J. Hsu, Shih-Chieh Hsu, Tao Hsu, Miao Hu, Shuhui Huang, Xinhui Huang, Y. Huang, Y. Huang, Yanping Huang, Zuchen Huang, Z. Hubáček, F. Huegging, T. B. Huffman, Cedrine Alexandra Hugli, M. Huhtinen, S. K. Huiberts, R. Hulsken, N. Huseynov, J. Huston, J. Huth, R. Hyneman, G. Iacobucci, G. Iakovidis, L. 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Sotarriva Alvarez, Varsiha Sothilingam, Orlando Javier Soto Sandoval, S. Sottocornola, R. Soualah, Z. Soumaimi, David South, Nathalie Soybelman, S. Spagnolo, Margherita Spalla, Dennis Sperlich, G. Spigo, B. Spisso, D. P. Spiteri, Martin Spousta, E. J. Staats, Rainer Stamen, Alexios Stampekis, M. Standke, E. Stanecka, Weronika Stanek-Maslouska, B. Stanislaus, Marcel Stanitzki, B. Stapf, Jenya Starchenko, G. H. Stark, P. Staroba, P. Starovoitov, S. Stärz, R. Staszewski, George Stavropoulos, P. Steinberg, B. Stelzer, J. Stelzer, O. Stelzer-Chilton, H. Stenzel, T. J. Stevenson, Graeme A Stewart, J. R. Stewart, M. C. Stockton, G. Stoicea, M. Stolarski, Stefan Stonjek, A. Straessner, J. Strandberg, S. Strandberg, M. Stratmann, Mike Strauss, T. Strebler, P. Stríženec, R. Ströhmer, R. Stroynowski, A. Strübig, S. A. Stucci, B. Stugu, J. Stupak, N. A. Styles, D. Su, S. Su, Wanyun Su, Xiaowen Su, Daniel Suchy, K. Sugizaki, Vladimir Sulin, M. J. Sullivan, D. M. S. Sultan, L. Sultanaliyeva, Salekh Sultanov, T. Sumida, S. Sun, O. Sunneborn Gudnadottir, N. Sur, M. R. Sutton, H. Suzuki, M. Svatos, M. Swiatlowski, Thorben Swirski, I. Sýkora, M. Sýkora, T. Sýkora, D. Ta, K. Tackmann, Anyes Taffard, R. Tafirout, J. S. Tafoya Vargas, Yosuke Takubo, M. Talby, A. A. Talyshev, K. C. Tam, Nadav Michael Tamir, A. Tanaka, Rei Tanaka, M. Tanasini, Z. Tao, S. Tapia Araya, S. Tapprogge, Shlomit Tarem, K. Tariq, Grigore Tarna, Francesco Tartarelli, Matthias Jean Tartarin, P. Tas, M. Taševský, Enrico Tassi, Y. Tayalati, G. Tateno, Y. Tayalati, G. N. Taylor, W. Taylor, R. Teixeira De Lima, P. Teixeira-Dias, J. J. Teoh, K. Terashi, J. Terrón, S. Terzo, M. Testa, R. J. Teuscher, A. Thaler, O. Theiner, N. Themistokleous, Timothée Theveneaux-Pelzer, O. Thielmann, David William Thomas, J. P. Thomas, E. A. Thompson, P. D. Thompson, E. Thomson, Rea Thornberry, Chunhao Tian, Yusong Tian, V. O. Tikhomirov, Sergei Timoshenko, K. Todome, E. X. L. Ting, Paul Louis Tipton, A. Tishelman-Charny, S. H. Tlou, K. Todome, Š. Todorova-Nová, Stefanie Todt, Leonardo Toffolin, Manabu Togawa, J. Tojo, Stano Tokar, K. Tokushuku, Alex Toldaiev, Makoto Tomoto, Lauren Alexandra Tompkins, K. W. Topolnicki, E. Torrence, H. Torres, E. Torró Pastor, Mariana Toscani, C. Tosciri, Marc Tost, D. R. Tovey, I. S. Trandafir, T. Trefzger, A. Tricoli, I. M. Trigger, S. Trincaz-Duvoid, D. A. Trischuk, B. Trocmé, L. Truong, M. Trzebiński, A. Trzupek, F. Tsai, Pavel Tsiareshka, A. Tsiamis, S. Tsigaridas, A. Tsirigotis, Vakhtang Tsiskaridze, E. G. Tskhadadze, M. Tsopoulou, Y. Tsujikawa, Ilia Tsukerman, V. Tsulaia, S. Tsuno, K. Tsuri, Y. Tu, A. Tudorache, V. Tudorache, A. N. Tuna, S. Turchikhin, I. Turk Cakir, R. Turra, T. Turtuvshin, Mike Tuts, S. Tzamarias, E. Tzovara, Fumihiko Ukegawa, Pablo Augusto Ulloa Poblete, E. N. Umaka, G. Unal, A. Undrus, Gokhan Unel, Josef Urban, P. Urrejola, R. Ushioda, M. Usman, Z. Uysal, Vic Vacek, B. Vachon, Theodoros Vafeiadis, A. Vaitkus, C. Valderanis, Eduardo Valdes Santurio, M. Valente, S. Valentinetti, A. Valero, Enrique Valiente Moreno, A. Vallier, Juan Valls Ferrer, D. R. Van Arneman, T. R. Van Daalen, A. Van Der Graaf, P. van Gemmeren, M. Van Rijnbach, S. Van Stroud, I. van Vulpen, P. Váňa, M. Vanadia, Wainer Vandelli, D. Vannicola, L. Vannoli, R. Vari, Erich Ward Varnes, Carlo Varni, D. Varouchas, L. Varriale, K. E. Varvell, M. E. Vasile, Louis Vaslin, A. Vasyukov, Luke Martin Vaughan, Radek Vavricka, T. Vazquez Schroeder, Jason Robert Veatch, V. Vecchio, M. J. Veen, I. Veliscek, L. M. Veloce, F. Veloso, S. Veneziano, A. Ventura, S. González, A. Verbytskyi, M. Verducci, C. Vergis, M. Verissimo De Araujo, Wouter Verkerke, J. C. Vermeulen, M. Vessella, M. C. Vetterli, A. Vgenopoulos, N. Viaux Maira, T. Vickey, O. E. Vickey Boeriu, G. H. A. Viehhauser, Matthias Vigl, M. Villa, M. Villaplana Perez, Elena Michelle Villhauer, Elisabetta Vilucchi, M. G. Vincter, Andrea Visibile, C. Vittori, I. Vivarelli, Elena Voevodina, F. Vogel, Johann Christoph Voigt, P. Vokac, Yu. Volkotrub, J. Von Ahnen, E. Von Toerne, B. Vormwald, Vit Vorobel, K. Vorobev, M. Vos, Katharina Voss, M. Vozak, L. Vozdecký, N. Vranješ, M. Vranješ Milosavljević, M. Vreeswijk, N. K. Vu, R. Vuillermet, O. Vujinovic, I. Vukotić, S. Wada, Cooper Wagner, J. M. Wagner, Wolfgang Wagner, S. Wahdan, Hernan Pablo Wahlberg, J. Walder, Rodney Walker, W. Walkowiak, A. Wall, Erik Jakob Wallin, Tanvi Wamorkar, Alex Zeng Wang, Chenliang Wang, Haichen Wang, Jiawei Wang, R. Wang, R. Wang, S. Wang, S. Wang, Tao Wang, Xin Wang, X. Wang, X. Wang, Yuhao Wang, Yinmiao Wang, Z. Wang, Z. Wang, Z. Wang, A. Warburton, Robert James Ward, Neil Warrack, Sam Waterhouse, H. Watson, M. F. Watson, E. Watton, B. M. Waugh, James Maitland Webb, C. Weber, Hannsjorg Weber, M. Weber, S. M. Weber, Chuanshun Wei, Y. Wei, A. R. Weidberg, Edison James Weik, J. Weingarten, C. Weiser, C. J. Wells, T. Wenaus, Bjoern Wendland, T. Wengler, Nina Stephanie Wenke, N. Wermes, Martin Wessels, A. M. Wharton, A. S. White, A. White, M. J. White, Daniel Whiteson, Lakmin Wickremasinghe, W. Wiedenmann, M. Wielers, C. Wiglesworth, Daniel John Wilbern, H. G. Wilkens, D. M. Williams, H. H. Williams, S. Williams, S. Willocq, Benjamin James Wilson, P. J. Windischhofer, F. I. Winkel, B. T. Winter, Joshua Krystian Winter, Matthias Wittgen, Markus Wobisch, F. Winklmeier, Z. Wolffs, Julian Wollrath, M. W. Wolter, H. Wolters, Marcus Clark Wong, E. L. Woodward, S. D. Worm, B. K. Wosiek, K. W. Woźniak, S. Wozniewski, Kenneth Gibb Wraight, Chonghao Wu, M. Wu, M. Wu, S. L. Wu, X. Wu, Y. Wu, Zhibo Wu, Jonas Wurzinger, B. M. Wynne, S. Xella, Mingming Xia, M. Xie, S. Xin, Anni Xiong, J. Xiong, Da Xu, L. Xu, R. Xu, T. Xu, Y. Xu, Zifeng Xu, B. Yabsley, S. Yacoob, Y. Yamaguchi, E. Yamashita, H. Yamauchi, T. Yamazaki, Y. Yamazaki, Jun Yan, S. Yan, H. Yang, S. Yang, T. Yang, X. Yang, X. Yang, Yifan Yang, Zhe Yang, Hanfei Ye, H. Ye, J. Ye, Xinmeng Ye, Y. Yeh, I. Yeletskikh, Beomki Yeo, Melissa Yexley, Tom Philip Yildirim, P. Yin, K. Yorita, S. Younas, C. J. S. Young, Charlie Young, Chengjun Yu, Y. Yu, Jiarong Yuan, M. Yuan, Rui Yuan, Luzhan Yue, M. Zaazoua, Estifa'A Zaid, Z. K. Zak, T. Zakareishvili, S. Zambito, J. A. Zamora Saa, J. Zang, D. Zanzi, O. Zaplatilek, C. Zeitnitz, H. Zeng, Jiancong Zeng, Todd Zenger, Oleg Zenin, T. Ženiš, S. Zenz, S. Zerradi, D. Zerwas, M. Zhai, D. F. Zhang, K. Zhang, L. Zhang, Lei Zhang, P. Zhang, R. Zhang, S. Zhang, Xiangke Zhang, X. Zhang, Y. Zhang, Y. Zhang, Z. Zhang, Zhuolin Zhang, Z. Zhang, Haoran Zhao, Yuzhan Zhao, Zhengguo Zhao, Z. Zhao, A. Zhemchugov, J. Zheng, K. Zheng, X. Zheng, Z. Zheng, D. Zhong, Bing Zhou, H. Zhou, N. Zhou, Yan Zhou, Yong Zhou, Y. Zhou, Chengguang Zhu, J. Zhu, Xuliang Zhu, Y. Zhu, Yingchun Zhu, Xuai Zhuang, K. Zhukov, N. I. Zimine, J. Zinsser, Michal Ziolkowski, L. Živković, A. Zoccoli, K. Zoch, T. G. Zorbas, O. Zormpa, W. Zou, L. Zwalinski
Bibliographic record
VenueJournal of Instrumentation · 2024
Typepreprint
Languageen
FieldPhysics and Astronomy
TopicParticle physics theoretical and experimental studies
Canadian institutionsnot available
FundersCHIST-ERASLAC National Accelerator LaboratoryH2020 European Research CouncilBrookhaven National LaboratoryEuropean Social FundU.S. Department of EnergyHigh Energy PhysicsAgencia Estatal de InvestigaciónUniversity of SussexInstituto Superior TécnicoJapan Society for the Promotion of ScienceMinistero dell'Università e della RicercaScience and Technology Facilities CouncilNatural Sciences and Engineering Research Council of CanadaDeutsches Elektronen-SynchrotronHorizon 2020 Framework ProgrammeUniversity of California, IrvineCollege of Engineering, Michigan State UniversityInstitut de Física d'Altes EnergiesUniversity of Illinois at Urbana-ChampaignNational Science and Technology CouncilAgencia Nacional de Investigación y DesarrolloUniversiteit van AmsterdamNational Technical University of AthensShanghai Key Laboratory for Particle Physics and CosmologyTechnische Universität DortmundLudwig-Maximilians-Universität MünchenNarodowa Agencja Wymiany AkademickiejNational University of Science and TechnologyUniversity of Chinese Academy of SciencesUniversity of PennsylvaniaTsinghua UniversityUniversity of Science and Technology of ChinaUniversidade do MinhoJulius-Maximilians-Universität WürzburgAgencia Nacional de Promoción Científica y TecnológicaGaziantep ÜniversitesiUniversidad Nacional de La PlataNanjing UniversityJustus Liebig Universität GießenTel Aviv UniversityUniversity of South AfricaUniversity of the PhilippinesState Key Laboratory of Particle Detection and ElectronicsUniversidade Federal de Juiz de ForaUniversitatea din BucureștiUniversity of Cape TownFundação Carlos Chagas Filho de Amparo à Pesquisa do Estado do Rio de JaneiroUniversidade do Estado do Rio de JaneiroUK Research and InnovationUniversité Cadi AyyadUniversity of TsukubaUniversité Savoie Mont BlancNuclear PhysicsSapienza Università di RomaAristotle University of ThessalonikiUniversidade de São PauloUniversidad de GranadaSorbonne UniversitéUniverza v LjubljaniCentre National pour la Recherche Scientifique et TechniqueTechnion-Israel Institute of TechnologyUnited Arab Emirates UniversityQueen Mary University of LondonUniverzita Palackého v OlomouciNorges ForskningsrådPontificia Universidad Católica de ChileUniversità di BolognaInstitut National de Physique Nucléaire et de Physique des ParticulesUniversidade de LisboaUniversidade de CoimbraRoyal Holloway, University of LondonUniversidade Federal do Rio de JaneiroUniversitetet i OsloNational and Kapodistrian University of AthensUniversity of BernUniversidad de Buenos AiresCentre National de la Recherche ScientifiqueUniversità degli Studi di PaviaZhengzhou UniversityMinisterstwo Edukacji i NaukiUniversitatea Transilvania din BrasovTRIUMFUniversity of OxfordJavna Agencija za Raziskovalno Dejavnost RSSimon Fraser UniversityMax-Planck-GesellschaftEuropean CommissionKnut och Alice Wallenbergs StiftelseGeorg-August-Universität GöttingenLunds UniversitetUniversité de GenèveUniversity of TorontoUniversité Hassan II de CasablancaGeneralitat ValencianaMinisterio de Ciencia e InnovaciónMcGill UniversityUniverzita Karlova v PrazeGeneralitat de CatalunyaSun Yat-sen UniversityFundação para a Ciência e a TecnologiaRadboud UniversiteitVetenskapsrådetDanmarks GrundforskningsfondAbdus Salam International Centre for Theoretical PhysicsConsejo Nacional de Investigaciones Científicas y TécnicasUniversität InnsbruckAgence Nationale de la RechercheEuropean Regional Development FundUniversité de FribourgBundesministerium für Bildung und ForschungUniversidad Autónoma de MadridUniversität HeidelbergWaseda UniversityUniversité de ToulouseDeutsche ForschungsgemeinschaftNederlandse Organisatie voor Wetenschappelijk OnderzoekUniversité Grenoble AlpesBritish Columbia Knowledge Development FundChinese Academy of SciencesAlbert-Ludwigs-Universität FreiburgUniversity College LondonKungliga Tekniska HögskolanCentres de Recerca de CatalunyaUniversidad de TarapacáAustrian Science FundOhio State UniversityUniversity of WarwickUniversity of ZululandRoyal SocietyUniverzita Komenského v BratislaveSchweizerischer Nationalfonds zur Förderung der Wissenschaftlichen ForschungH2020 Marie Skłodowska-Curie ActionsUniversity of GlasgowYork UniversityDivision of PhysicsTürkiye Enerji, Nükleer ve Maden Araştırma KurumuLouisiana Tech UniversityUniversité Paris-SaclayUniversity of JohannesburgConselho Nacional de Desenvolvimento Científico e TecnológicoUniversity of OregonSouthern Methodist UniversityCanarieUniversität SiegenUniversità di PisaTechnische Universität DresdenMinisterstvo Školství, Mládeže a TělovýchovyArgonne National LaboratoryShanghai Jiao Tong UniversityMinistry of Education, IndiaCERNInstitutul National de Cercetare-Dezvoltare pentru Fizica si Inginerie Nucleara 'Horia Hulubei'Department of Physics and Astronomy, University College LondonAnkara UniversitesiIsrael Science FoundationNew York University Abu DhabiUniversity of OklahomaBrandeis UniversityInstitute of High Energy PhysicsMinistry of Education, Culture, Sports, Science and TechnologyUniversity of PittsburghIowa State UniversityHarvard UniversityUniversité Mohammed VI PolytechniqueStockholms UniversitetAcademia SinicaAix-Marseille UniversitéUniversidad Técnica Federico Santa MaríaUniversità degli Studi di TrentoMichigan State UniversityBaden-Württemberg StiftungUniversità della CalabriaFundação de Amparo à Pesquisa do Estado de São PauloLeverhulme TrustLawrence Berkeley National LaboratoryAkademie Věd České RepublikyBundesministerium für Wissenschaft, Forschung und WirtschaftSlovenská Akadémia ViedShandong UniversityNational Natural Science Foundation of ChinaNational Tsing Hua UniversityScottish Universities Physics AllianceČeské Vysoké Učení Technické v PrazeRheinische Friedrich-Wilhelms-Universität BonnMinistry of Science and Technology of the People's Republic of ChinaIstituto Nazionale di Fisica NucleareForskningsrådet om Hälsa, Arbetsliv och VälfärdNorthern Illinois UniversityUniversity of WashingtonUniversidad Nacional de ColombiaStony Brook UniversityOklahoma State UniversityNational Science FoundationUniversità degli Studi di Napoli Federico IIInstitut "Jožef Stefan"Universitetet i BergenUniversity of Texas at ArlingtonAlexander von Humboldt-StiftungHigh Energy Accelerator Research OrganizationGrantová Agentura České Republiky
KeywordsLarge Hadron ColliderAtlas (anatomy)Particle physicsDetectorATLAS experimentAlgorithmPhysicsPhysics beyond the Standard ModelComputer scienceAtlas detectorMachine learningArtificial intelligenceNuclear physicsOptics
Abstract
Abstract The identification of top quark decays where the top quark has a large momentum transverse to the beam axis, known as top tagging , is a crucial component in many measurements of Standard Model processes and searches for beyond the Standard Model physics at the Large Hadron Collider. Machine learning techniques have improved the performance of top tagging algorithms, but the size of the systematic uncertainties for all proposed algorithms has not been systematically studied. This paper presents the performance of several machine learning based top tagging algorithms on a dataset constructed from simulated proton-proton collision events measured with the ATLAS detector at √ s = 13 TeV. The systematic uncertainties associated with these algorithms are estimated through an approximate procedure that is not meant to be used in a physics analysis, but is appropriate for the level of precision required for this study. The most performant algorithms are found to have the largest uncertainties, motivating the development of methods to reduce these uncertainties without compromising performance. To enable such efforts in the wider scientific community, the datasets used in this paper are made publicly available.
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: Bench or experimental · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.818
Threshold uncertainty score0.327
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 | 0.000 |
| 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 head0.017
GPT teacher head0.305
Teacher spread0.287 · 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 designBench or experimental
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
Citations7
Published2024
Admission routes1
Has abstractyes