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{"title":"Simultaneous energy and mass calibration of large-radius jets with the ATLAS detector using a deep neural network","authors":"G Aad, E Aakvaag, B Abbott, K Abeling, N J Abicht, S H Abidi, A Aboulhorma, H Abramowicz, H Abreu, Y Abulaiti, B S Acharya, C Adam Bourdarios, L Adamczyk, S V Addepalli, M J Addison, J Adelman, A Adiguzel, T Adye, A A Affolder, Y Afik, M N Agaras, J Agarwala, A Aggarwal, C Agheorghiesei, A Ahmad, F Ahmadov, W S Ahmed, S Ahuja, X Ai, G Aielli, A Aikot, M Ait Tamlihat, B Aitbenchikh, I Aizenberg, M Akbiyik, T P A Åkesson, A V Akimov, D Akiyama, N N Akolkar, S Aktas, K Al Khoury, G L Alberghi, J Albert, P Albicocco, G L Albouy, S Alderweireldt, Z L Alegria, M Aleksa, I N Aleksandrov, C Alexa, T Alexopoulos, F Alfonsi, M Algren, M Alhroob, B Ali, H M J Ali, S Ali, S W Alibocus, M Aliev, G Alimonti, W Alkakhi, C Allaire, B M M Allbrooke, J F Allen, C A Allendes Flores, P P Allport, A Aloisio, F Alonso, C Alpigiani, M Alvarez Estevez, A Alvarez Fernandez, M Alves Cardoso, M G Alviggi, M Aly, Y Amaral Coutinho, A Ambler, C Amelung, M Amerl, C G Ames, D Amidei, S P Amor Dos Santos, K R Amos, V Ananiev, C Anastopoulos, T Andeen, J K Anders, S Y Andrean, A Andreazza, S Angelidakis, A Angerami, A V Anisenkov, A Annovi, C Antel, M T Anthony, E Antipov, M Antonelli, F Anulli, M Aoki, T Aoki, J A Aparisi Pozo, M A Aparo, L Aperio Bella, C Appelt, A Apyan, S J Arbiol Val, C Arcangeletti, A T H Arce, E Arena, J-F Arguin, S Argyropoulos, J-H Arling, O Arnaez, H Arnold, G Artoni, H Asada, K Asai, S Asai, N A Asbah, K Assamagan, R Astalos, S Atashi, R J Atkin, M Atkinson, H Atmani, P A Atmasiddha, K Augsten, S Auricchio, A D Auriol, V A Austrup, G Avolio, K Axiotis, G Azuelos, D Babal, H Bachacou, K Bachas, A Bachiu, F Backman, A Badea, T M Baer, P Bagnaia, M Bahmani, D Bahner, K Bai, A J Bailey, V R Bailey, J T Baines, L Baines, O K Baker, E Bakos, D Bakshi Gupta, V Balakrishnan, R Balasubramanian, E M Baldin, P Balek, E Ballabene, F Balli, L M Baltes, W K Balunas, J Balz, E Banas, M Bandieramonte, A Bandyopadhyay, S Bansal, L Barak, M Barakat, E L Barberio, D Barberis, M Barbero, M Z Barel, K N Barends, T Barillari, M-S Barisits, T Barklow, P Baron, D A Baron Moreno, A Baroncelli, G Barone, A J Barr, J D Barr, F Barreiro, J Barreiro Guimarães da Costa, U Barron, M G Barros Teixeira, S Barsov, F Bartels, R Bartoldus, A E Barton, P Bartos, A Basan, M Baselga, A Bassalat, M J Basso, C R Basson, R L Bates, S Batlamous, B Batool, M Battaglia, D Battulga, M Bauce, M Bauer, P Bauer, L T Bazzano Hurrell, J B Beacham, T Beau, J Y Beaucamp, P H Beauchemin, P Bechtle, H P Beck, K Becker, A J Beddall, V A Bednyakov, C P 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, K Beloborodov, D Benchekroun, F Bendebba, Y Benhammou, K C Benkendorfer, L Beresford, M Beretta, E Bergeaas Kuutmann, N Berger, B Bergmann, J Beringer, G Bernardi, C Bernius, F U Bernlochner, F Bernon, A Berrocal Guardia, T Berry, P Berta, A Berthold, S Bethke, A Betti, A J Bevan, N K Bhalla, M Bhamjee, S Bhatta, D S Bhattacharya, P Bhattarai, K D Bhide, V S Bhopatkar, R M Bianchi, G Bianco, O Biebel, R Bielski, M Biglietti, C S Billingsley, M Bindi, A Bingul, C Bini, A Biondini, C J Birch-sykes, G A Bird, M Birman, M Biros, S Biryukov, T Bisanz, E Bisceglie, J P Biswal, D Biswas, K Bjørke, I Bloch, A Blue, U Blumenschein, J Blumenthal, V S Bobrovnikov, M Boehler, B Boehm, D Bogavac, A G Bogdanchikov, C Bohm, V Boisvert, P Bokan, T Bold, M Bomben, M Bona, M Boonekamp, C D Booth, A G Borbély, I S Bordulev, H M Borecka-Bielska, G Borissov, D Bortoletto, D Boscherini, M Bosman, J D Bossio Sola, K Bouaouda, N Bouchhar, J Boudreau, E V Bouhova-Thacker, D Boumediene, R Bouquet, A Boveia, J Boyd, D Boye, I R Boyko, J Bracinik, N Brahimi, G Brandt, O Brandt, F Braren, B Brau, J E Brau, R Brener, L Brenner, R Brenner, S Bressler, D Britton, D Britzger, I Brock, G Brooijmans, E Brost, L M Brown, L E Bruce, T L Bruckler, P A Bruckman de Renstrom, B Brüers, A Bruni, G Bruni, M Bruschi, N Bruscino, T Buanes, Q Buat, D Buchin, A G Buckley, O Bulekov, B A Bullard, S Burdin, C D Burgard, A M Burger, B Burghgrave, O Burlayenko, J T P Burr, C D Burton, J C Burzynski, E L Busch, V Büscher, P J Bussey, J M Butler, C M Buttar, J M Butterworth, W Buttinger, C J Buxo Vazquez, A R Buzykaev, S Cabrera Urbán, L Cadamuro, D Caforio, H Cai, Y Cai, Y Cai, V M M Cairo, O Cakir, N Calace, P Calafiura, G Calderini, P Calfayan, G Callea, L P Caloba, D Calvet, S Calvet, M Calvetti, R Camacho Toro, S Camarda, D Camarero Munoz, P Camarri, M T Camerlingo, D Cameron, C Camincher, M Campanelli, A Camplani, V Canale, A C Canbay, J Cantero, Y Cao, F Capocasa, M Capua, A Carbone, R Cardarelli, J C J Cardenas, F Cardillo, G Carducci, T Carli, G Carlino, J I Carlotto, B T Carlson, E M Carlson, L Carminati, A Carnelli, M Carnesale, S Caron, E Carquin, S Carrá, G Carratta, A M Carroll, T M Carter, M P Casado, M Caspar, F L Castillo, L Castillo Garcia, V Castillo Gimenez, N F Castro, A Catinaccio, J R Catmore, T Cavaliere, V Cavaliere, N Cavalli, Y C Cekmecelioglu, E Celebi, F Celli, M S Centonze, V Cepaitis, K Cerny, A S Cerqueira, A Cerri, L Cerrito, F Cerutti, B Cervato, A Cervelli, G Cesarini, S A Cetin, D Chakraborty, J Chan, W Y Chan, J D Chapman, E Chapon, B Chargeishvili, D G Charlton, M Chatterjee, C Chauhan, Y Che, S Chekanov, S V Chekulaev, G A Chelkov, A Chen, B Chen, B Chen, H Chen, H Chen, J Chen, J Chen, M Chen, S Chen, S J Chen, X Chen, X Chen, Y Chen, C L Cheng, H C Cheng, S Cheong, A Cheplakov, E Cheremushkina, E Cherepanova, R Cherkaoui El Moursli, E Cheu, K Cheung, L Chevalier, V Chiarella, G Chiarelli, N Chiedde, G Chiodini, A S Chisholm, A Chitan, M Chitishvili, M V Chizhov, K Choi, Y Chou, E Y S Chow, K L Chu, M C Chu, X Chu, J Chudoba, J J Chwastowski, D Cieri, K M Ciesla, V Cindro, A Ciocio, F Cirotto, Z H Citron, M Citterio, D A Ciubotaru, A Clark, P J Clark, C Clarry, J M Clavijo Columbie, S E Clawson, C Clement, J Clercx, Y Coadou, M Cobal, A Coccaro, R F Coelho Barrue, R Coelho Lopes De Sa, S Coelli, B Cole, J Collot, P Conde Muiño, M P Connell, S H Connell, E I Conroy, F Conventi, H G Cooke, A M Cooper-Sarkar, A Cordeiro Oudot Choi, L D Corpe, M Corradi, F Corriveau, A Cortes-Gonzalez, M J Costa, F Costanza, D Costanzo, B M Cote, G Cowan, K Cranmer, D Cremonini, S Crépé-Renaudin, F Crescioli, M Cristinziani, M Cristoforetti, V Croft, J E Crosby, G Crosetti, A Cueto, T Cuhadar Donszelmann, H Cui, Z Cui, W R Cunningham, F Curcio, P Czodrowski, M M Czurylo, M J Da Cunha Sargedas De Sousa, J V Da Fonseca Pinto, C Da Via, W Dabrowski, T Dado, S Dahbi, T Dai, D Dal Santo, C Dallapiccola, M Dam, G D’amen, V D’Amico, J Damp, J R Dandoy, M Danninger, V Dao, G Darbo, S Darmora, S J Das, S D’Auria, A D’avanzo, C David, T Davidek, B Davis-Purcell, I Dawson, H A Day-hall, K De, R De Asmundis, N De Biase, S De Castro, N De Groot, P 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, D V Dedovich, J Degens, A M Deiana, F Del Corso, J Del Peso, F Del Rio, L Delagrange, F Deliot, C M Delitzsch, M Della Pietra, D Della Volpe, A Dell’Acqua, L Dell’Asta, M 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, C Di Donato, A Di Girolamo, G Di Gregorio, A Di Luca, B Di Micco, R Di Nardo, M Diamantopoulou, F A Dias, T Dias Do Vale, M A Diaz, F G Diaz Capriles, M Didenko, E B Diehl, S Díez Cornell, C Diez Pardos, C Dimitriadi, A Dimitrievska, J Dingfelder, I-M Dinu, S J Dittmeier, F Dittus, F Djama, T Djobava, C Doglioni, A Dohnalova, J Dolejsi, Z Dolezal, K M Dona, M Donadelli, B Dong, J Donini, A D’Onofrio, M D’Onofrio, J Dopke, A Doria, N Dos Santos Fernandes, P Dougan, M T Dova, A T Doyle, M A Draguet, E Dreyer, I Drivas-koulouris, M Drnevich, M Drozdova, D Du, T A du Pree, F Dubinin, M Dubovsky, E Duchovni, G Duckeck, O A Ducu, D Duda, A Dudarev, E R Duden, M D’uffizi, L Duflot, M Dührssen, A E Dumitriu, M Dunford, S Dungs, K Dunne, A Duperrin, H Duran Yildiz, M Düren, A Durglishvili, B L Dwyer, G I Dyckes, M Dyndal, B S Dziedzic, Z O Earnshaw, G H Eberwein, B Eckerova, S Eggebrecht, E Egidio Purcino De Souza, L F Ehrke, G Eigen, K Einsweiler, T Ekelof, P A Ekman, S El Farkh, Y El Ghazali, H El Jarrari, A El Moussaouy, V Ellajosyula, M Ellert, F Ellinghaus, N Ellis, J Elmsheuser, M Elsing, D Emeliyanov, Y Enari, I Ene, S Epari, P A Erland, M Errenst, M Escalier, C Escobar, E Etzion, G Evans, H Evans, L S Evans, A Ezhilov, S Ezzarqtouni, F Fabbri, L Fabbri, G Facini, V Fadeyev, R M Fakhrutdinov, D Fakoudis, S Falciano, L F Falda Ulhoa Coelho, P J Falke, J Faltova, C Fan, Y Fan, Y Fang, M Fanti, M Faraj, Z Farazpay, A Farbin, A Farilla, T Farooque, S M Farrington, F Fassi, D Fassouliotis, M Faucci Giannelli, W J Fawcett, L Fayard, P Federic, P Federicova, O L Fedin, M Feickert, L Feligioni, D E Fellers, C Feng, M Feng, Z Feng, M J Fenton, L Ferencz, R A M Ferguson, S I Fernandez Luengo, P Fernandez Martinez, M J V Fernoux, J Ferrando, A Ferrari, P Ferrari, R Ferrari, D Ferrere, C Ferretti, F Fiedler, P Fiedler, A Filipčič, E K Filmer, F Filthaut, M C N Fiolhais, L Fiorini, W C Fisher, T Fitschen, P M Fitzhugh, I Fleck, P Fleischmann, T Flick, M Flores, L R Flores Castillo, L Flores Sanz De Acedo, 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, L Franconi, M Franklin, G Frattari, W S Freund, Y Y Frid, J Friend, N Fritzsche, A Froch, D Froidevaux, J A Frost, Y Fu, S Fuenzalida Garrido, M Fujimoto, K Y Fung, E Furtado De Simas Filho, M Furukawa, J Fuster, A Gabrielli, A Gabrielli, P Gadow, G Gagliardi, L G Gagnon, S Galantzan, E J Gallas, B J Gallop, K K Gan, S Ganguly, Y Gao, F M Garay Walls, B Garcia, C García, A Garcia Alonso, A G Garcia Caffaro, J E García Navarro, M Garcia-Sciveres, G L Gardner, R W Gardner, N Garelli, D Garg, R B Garg, J M Gargan, C A Garner, C M Garvey, P Gaspar, V K Gassmann, G Gaudio, V Gautam, P Gauzzi, I L Gavrilenko, A Gavrilyuk, C Gay, G Gaycken, E N Gazis, A A Geanta, C M Gee, A Gekow, C Gemme, M H Genest, A D Gentry, S George, W F George, T Geralis, P Gessinger-Befurt, M E Geyik, M Ghani, M Ghneimat, K Ghorbanian, A Ghosal, A Ghosh, A Ghosh, B Giacobbe, S Giagu, T Giani, P Giannetti, A Giannini, S M Gibson, M Gignac, D T Gil, A K Gilbert, B J Gilbert, D Gillberg, G Gilles, L Ginabat, D M Gingrich, M P Giordani, P F Giraud, G Giugliarelli, D Giugni, F Giuli, I Gkialas, L K Gladilin, C Glasman, G R Gledhill, G Glemža, M Glisic, I Gnesi, Y Go, M Goblirsch-Kolb, B Gocke, D Godin, B Gokturk, S Goldfarb, T Golling, M G D Gololo, D Golubkov, J P Gombas, A Gomes, G Gomes Da Silva, A J Gomez Delegido, R Gonçalo, L Gonella, A Gongadze, F Gonnella, J L Gonski, R Y González Andana, S González de la Hoz, R Gonzalez Lopez, C Gonzalez Renteria, M V Gonzalez Rodrigues, R Gonzalez Suarez, S Gonzalez-Sevilla, G R Gonzalvo Rodriguez, L Goossens, B Gorini, E Gorini, A Gorišek, T C Gosart, A T Goshaw, M I Gostkin, S Goswami, C A Gottardo, S A Gotz, M Gouighri, V Goumarre, A G Goussiou, N Govender, I Grabowska-Bold, K Graham, E Gramstad, S Grancagnolo, C M Grant, P M Gravila, F G Gravili, H M Gray, M Greco, C Grefe, I M Gregor, P Grenier, S G Grewe, A A Grillo, K Grimm, S Grinstein, J -F Grivaz, E Gross, J Grosse-Knetter, J C Grundy, L Guan, C Gubbels, J G R Guerrero Rojas, G Guerrieri, F Guescini, R Gugel, J A M Guhit, A Guida, E Guilloton, S Guindon, F Guo, J Guo, L Guo, Y Guo, R Gupta, R Gupta, S Gurbuz, S S Gurdasani, G Gustavino, M Guth, P Gutierrez, L F Gutierrez Zagazeta, M Gutsche, C Gutschow, C Gwenlan, C B Gwilliam, E S Haaland, A Haas, M Habedank, C Haber, H K Hadavand, A Hadef, S Hadzic, A I Hagan, J J Hahn, E H Haines, M Haleem, J Haley, J J Hall, G D Hallewell, L Halser, K Hamano, M Hamer, G N Hamity, E J Hampshire, J Han, K Han, L Han, L Han, S Han, Y F Han, K Hanagaki, M Hance, D A Hangal, H Hanif, M D Hank, J B Hansen, P H Hansen, K Hara, D Harada, T Harenberg, S Harkusha, M L Harris, Y T Harris, J Harrison, N M Harrison, P F Harrison, N M Hartman, N M Hartmann, Y Hasegawa, R Hauser, C M Hawkes, R J Hawkings, Y Hayashi, S Hayashida, D Hayden, C Hayes, R L Hayes, C P Hays, J M Hays, H S Hayward, F He, M He, Y He, Y He, Y He, N B Heatley, V Hedberg, A L Heggelund, N D Hehir, C Heidegger, K K Heidegger, W D Heidorn, J Heilman, S Heim, T Heim, J G Heinlein, J J Heinrich, L Heinrich, J Hejbal, A Held, S Hellesund, C M Helling, S Hellman, R C W Henderson, L Henkelmann, A M Henriques Correia, H Herde, Y Hernández Jiménez, L M Herrmann, T Herrmann, G Herten, R Hertenberger, L Hervas, M E Hesping, N P Hessey, E Hill, S J Hillier, J R Hinds, F Hinterkeuser, M Hirose, S Hirose, D Hirschbuehl, T G Hitchings, B Hiti, J Hobbs, R Hobincu, N Hod, M C Hodgkinson, B H Hodkinson, A Hoecker, D D Hofer, J Hofer, T Holm, M Holzbock, L B A H Hommels, B P Honan, J Hong, T M Hong, B H Hooberman, W H Hopkins, Y Horii, S Hou, A S Howard, J Howarth, J Hoya, M Hrabovsky, A Hrynevich, T Hryn’ova, P J Hsu, S -C Hsu, Q Hu, S Huang, X Huang, X Huang, Y Huang, Y Huang, Z Huang, Z Hubacek, M Huebner, F Huegging, T B Huffman, C A Hugli, M Huhtinen, S K Huiberts, R Hulsken, N Huseynov, J Huston, J Huth, R Hyneman, G Iacobucci, G Iakovidis, I Ibragimov, L Iconomidou-Fayard, J P Iddon, P Iengo, R Iguchi, T Iizawa, Y Ikegami, N Ilic, H Imam, M Ince Lezki, T Ingebretsen Carlson, G Introzzi, M Iodice, V Ippolito, R K Irwin, M Ishino, W Islam, C Issever, S Istin, H Ito, R Iuppa, A Ivina, J M Izen, V Izzo, P Jacka, P Jackson, B P Jaeger, C S Jagfeld, G Jain, P Jain, K Jakobs, T Jakoubek, J Jamieson, K W Janas, M Javurkova, L Jeanty, J Jejelava, P Jenni, C E Jessiman, C Jia, J Jia, X Jia, X Jia, Z Jia, S Jiggins, J Jimenez Pena, S Jin, A Jinaru, O Jinnouchi, P Johansson, K A Johns, J W Johnson, D M Jones, E Jones, P Jones, R W L Jones, T J Jones, H L Joos, R Joshi, J Jovicevic, X Ju, J J Junggeburth, T Junkermann, A Juste Rozas, M K Juzek, S Kabana, A Kaczmarska, M Kado, H Kagan, M Kagan, A Kahn, A Kahn, C Kahra, T Kaji, E Kajomovitz, N Kakati, I Kalaitzidou, C W Kalderon, N J Kang, D Kar, K Karava, M J Kareem, E Karentzos, I Karkanias, O Karkout, S N Karpov, Z M Karpova, V Kartvelishvili, A N Karyukhin, E Kasimi, J Katzy, S Kaur, K Kawade, M P Kawale, C Kawamoto, T Kawamoto, E F Kay, F I Kaya, S Kazakos, V F Kazanin, Y Ke, J M Keaveney, R Keeler, G V Kehris, J S Keller, A S Kelly, J J Kempster, P D Kennedy, O Kepka, B P Kerridge, S Kersten, B P Kerševan, S Keshri, L Keszeghova, S Ketabchi Haghighat, R A Khan, A Khanov, A G Kharlamov, T Kharlamova, E E Khoda, M Kholodenko, T J Khoo, G Khoriauli, J Khubua, Y A R Khwaira, B Kibirige, A Kilgallon, D W Kim, Y K Kim, N Kimura, M K Kingston, A Kirchhoff, C Kirfel, F Kirfel, J Kirk, A E Kiryunin, C Kitsaki, O Kivernyk, M Klassen, C Klein, L Klein, M H Klein, S B Klein, U Klein, P Klimek, A Klimentov, T Klioutchnikova, P Kluit, S Kluth, E Kneringer, T M Knight, A Knue, R Kobayashi, D Kobylianskii, S F Koch, M Kocian, P Kodyš, D M Koeck, P T Koenig, T Koffas, O Kolay, I Koletsou, T Komarek, K Köneke, A X Y Kong, T Kono, N Konstantinidis, P Kontaxakis, B Konya, R Kopeliansky, S Koperny, K Korcyl, K Kordas, A Korn, S Korn, I Korolkov, N Korotkova, B Kortman, O Kortner, S Kortner, W H Kostecka, V V Kostyukhin, A Kotsokechagia, A Kotwal, A Koulouris, A Kourkoumeli-Charalampidi, C Kourkoumelis, E Kourlitis, O Kovanda, R Kowalewski, W Kozanecki, A S Kozhin, V A Kramarenko, G Kramberger, P Kramer, M W Krasny, A Krasznahorkay, J W Kraus, J A Kremer, T Kresse, J Kretzschmar, K Kreul, P Krieger, S Krishnamurthy, M Krivos, K Krizka, K Kroeninger, H Kroha, J Kroll, J Kroll, K S Krowpman, U Kruchonak, H Krüger, N Krumnack, M C Kruse, O Kuchinskaia, S Kuday, S Kuehn, R Kuesters, T Kuhl, V Kukhtin, Y Kulchitsky, S Kuleshov, M Kumar, N Kumari, P Kumari, A Kupco, T Kupfer, A Kupich, O Kuprash, H Kurashige, L L Kurchaninov, O Kurdysh, Y A Kurochkin, A Kurova, M Kuze, A K Kvam, J Kvita, T Kwan, N G Kyriacou, L A O Laatu, C Lacasta, F Lacava, H Lacker, D Lacour, N N Lad, E Ladygin, B Laforge, T Lagouri, F Z Lahbabi, S Lai, I K Lakomiec, N Lalloue, J E Lambert, S Lammers, W Lampl, C Lampoudis, G Lamprinoudis, A N Lancaster, E Lançon, U Landgraf, M P J Landon, V S Lang, O K B Langrekken, A J Lankford, F Lanni, K Lantzsch, A Lanza, A Lapertosa, J F Laporte, T Lari, F Lasagni Manghi, M Lassnig, V Latonova, A Laudrain, A Laurier, S D Lawlor, Z Lawrence, R Lazaridou, M Lazzaroni, B Le, E M Le Boulicaut, B Leban, A Lebedev, M LeBlanc, F Ledroit-Guillon, A C A Lee, S C Lee, S Lee, T F Lee, L L Leeuw, H P Lefebvre, M Lefebvre, C Leggett, G Lehmann Miotto, M Leigh, W A Leight, W Leinonen, A Leisos, M A L Leite, C E Leitgeb, R Leitner, K J C Leney, T Lenz, S Leone, C Leonidopoulos, A Leopold, C Leroy, R Les, C G Lester, M Levchenko, J Levêque, L J Levinson, G Levrini, M P Lewicki, D J Lewis, A Li, B Li, C Li, C-Q Li, H Li, H Li, H Li, H Li, H Li, J Li, K Li, L Li, M Li, Q Y Li, S Li, S Li, T Li, X Li, Z Li, Z Li, Z Li, S Liang, Z Liang, M Liberatore, B Liberti, K Lie, J Lieber Marin, H Lien, K Lin, R E Lindley, J H Lindon, E Lipeles, A Lipniacka, A Lister, J D Little, B Liu, B X Liu, D Liu, J B Liu, J K K Liu, K Liu, M Liu, M Y Liu, P Liu, Q Liu, X Liu, X Liu, Y Liu, Y L Liu, Y W Liu, J Llorente Merino, S L Lloyd, E M Lobodzinska, P Loch, T Lohse, K Lohwasser, E Loiacono, M Lokajicek, J D Lomas, J D Long, I Longarini, L Longo, R Longo, I Lopez Paz, A Lopez Solis, N Lorenzo Martinez, A M Lory, G Löschcke Centeno, O Loseva, X Lou, X Lou, A Lounis, P A Love, G Lu, M Lu, S Lu, Y J Lu, H J Lubatti, C Luci, F L Lucio Alves, F Luehring, I Luise, O Lukianchuk, O Lundberg, B Lund-Jensen, N A Luongo, M S Lutz, A B Lux, D Lynn, R Lysak, E Lytken, V Lyubushkin, T Lyubushkina, M M Lyukova, H Ma, K Ma, L L Ma, W Ma, Y Ma, D M Mac Donell, G Maccarrone, J C MacDonald, P C Machado De Abreu Farias, R Madar, W F Mader, T Madula, J Maeda, T Maeno, H Maguire, V Maiboroda, A Maio, K Maj, O Majersky, S Majewski, N Makovec, V Maksimovic, B Malaescu, Pa Malecki, V P Maleev, F Malek, M Mali, D Malito, U Mallik, S Maltezos, S Malyukov, J Mamuzic, G Mancini, M N Mancini, G Manco, J P Mandalia, I Mandić, L Manhaes de Andrade Filho, I M Maniatis, J Manjarres Ramos, D C Mankad, A Mann, S Manzoni, L Mao, X Mapekula, A Marantis, G Marchiori, M Marcisovsky, C Marcon, M Marinescu, S Marium, M Marjanovic, E J Marshall, Z Marshall, S Marti-Garcia, T A Martin, V J Martin, B Martin dit Latour, L Martinelli, M Martinez, P Martinez Agullo, V I Martinez Outschoorn, P Martinez Suarez, S Martin-Haugh, V S Martoiu, A C Martyniuk, A Marzin, D Mascione, L Masetti, T 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Varnes, C Varni, T Varol, D Varouchas, L Varriale, K E Varvell, M E Vasile, L Vaslin, G A Vasquez, A Vasyukov, R Vavricka, F Vazeille, T Vazquez Schroeder, J Veatch, V Vecchio, M J Veen, I Veliscek, L M Veloce, F Veloso, S Veneziano, A Ventura, S Ventura Gonzalez, A Verbytskyi, M Verducci, C Vergis, M Verissimo De Araujo, W Verkerke, J C Vermeulen, C Vernieri, M Vessella, M C Vetterli, A Vgenopoulos, N Viaux Maira, T Vickey, O E Vickey Boeriu, G H A Viehhauser, L Vigani, M Villa, M Villaplana Perez, E M Villhauer, E Vilucchi, M G Vincter, G S Virdee, A Vishwakarma, A Visibile, C Vittori, I Vivarelli, E Voevodina, F Vogel, J C Voigt, P Vokac, Yu Volkotrub, J Von Ahnen, E Von Toerne, B Vormwald, V Vorobel, K Vorobev, M Vos, K Voss, M Vozak, L Vozdecky, N Vranjes, M Vranjes Milosavljevic, M Vreeswijk, N K Vu, R Vuillermet, O Vujinovic, I Vukotic, S Wada, C Wagner, J M Wagner, W Wagner, S Wahdan, H Wahlberg, M Wakida, J Walder, R Walker, W Walkowiak, A Wall, E J Wallin, T Wamorkar, A Z Wang, C Wang, C Wang, H Wang, J Wang, R -J Wang, R Wang, R Wang, S M Wang, S Wang, T Wang, W T Wang, W Wang, X Wang, X Wang, X Wang, Y Wang, Y Wang, Z Wang, Z Wang, Z Wang, A Warburton, R J Ward, N Warrack, S Waterhouse, A T Watson, H Watson, M F Watson, E Watton, G Watts, B M Waugh, C Weber, H A Weber, M S Weber, S M Weber, C Wei, Y Wei, A R Weidberg, E J Weik, J Weingarten, M Weirich, C Weiser, C J Wells, T Wenaus, B Wendland, T Wengler, N S Wenke, N Wermes, M Wessels, A M Wharton, A S White, A White, M J White, D Whiteson, L Wickremasinghe, W Wiedenmann, M Wielers, C Wiglesworth, D J Wilbern, H G Wilkens, D M Williams, H H Williams, S Williams, S Willocq, B J Wilson, P J Windischhofer, F I Winkel, F Winklmeier, B T Winter, J K Winter, M Wittgen, M Wobisch, Z Wolffs, J Wollrath, M W Wolter, H Wolters, E L Woodward, S D Worm, B K Wosiek, K W Woźniak, S Wozniewski, K Wraight, C Wu, M Wu, M Wu, S L Wu, X Wu, Y Wu, Z Wu, J Wuerzinger, T R Wyatt, B M Wynne, S Xella, L Xia, M Xia, J Xiang, M Xie, X Xie, S Xin, A Xiong, J Xiong, D Xu, H Xu, L Xu, R Xu, T Xu, Y Xu, Z Xu, Z Xu, B Yabsley, S Yacoob, Y Yamaguchi, E Yamashita, H Yamauchi, T Yamazaki, Y Yamazaki, J Yan, S Yan, Z Yan, H J Yang, H T Yang, S Yang, T Yang, X Yang, X Yang, Y Yang, Y Yang, Z Yang, W-M Yao, H Ye, H Ye, J Ye, S Ye, X Ye, Y Yeh, I Yeletskikh, B K Yeo, M R Yexley, P Yin, K Yorita, S Younas, C J S Young, C Young, C Yu, Y Yu, M Yuan, R Yuan, L Yue, M Zaazoua, B Zabinski, E Zaid, Z K Zak, T Zakareishvili, N Zakharchuk, S Zambito, J A Zamora Saa, J Zang, D Zanzi, O Zaplatilek, C Zeitnitz, H Zeng, J C Zeng, D T Zenger Jr, O Zenin, T Ženiš, S Zenz, S Zerradi, D Zerwas, M Zhai, D F Zhang, J Zhang, J Zhang, K Zhang, L Zhang, P Zhang, R Zhang, S Zhang, S Zhang, T Zhang, X Zhang, X 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, C G Zhu, J Zhu, Y Zhu, Y Zhu, X Zhuang, K Zhukov, N I Zimine, J Zinsser, M Ziolkowski, L Živković, A Zoccoli, K Zoch, T G Zorbas, O Zormpa, W Zou, L Zwalinski, The ATLAS Collaborationgabriela.navarro@uan.edu.co","doi":"10.1088/2632-2153/ad611e","DOIUrl":null,"url":null,"abstract":"The energy and mass measurements of jets are crucial tasks for the Large Hadron Collider experiments. This paper presents a new calibration method to simultaneously calibrate these quantities for large-radius jets measured with the ATLAS detector using a deep neural network (DNN). To address the specificities of the calibration problem, special loss functions and training procedures are employed, and a complex network architecture, which includes feature annotation and residual connection layers, is used. The DNN-based calibration is compared to the standard numerical approach in an extensive series of tests. The DNN approach is found to perform significantly better in almost all of the tests and over most of the relevant kinematic phase space. In particular, it consistently improves the energy and mass resolutions, with a 30% better energy resolution obtained for transverse momenta <inline-formula>\n<tex-math><?CDATA $p_{\\text{T}}\\gt 500$?></tex-math><mml:math overflow=\"scroll\"><mml:mrow><mml:msub><mml:mi>p</mml:mi><mml:mrow><mml:mtext>T</mml:mtext></mml:mrow></mml:msub><mml:mo>></mml:mo><mml:mn>500</mml:mn></mml:mrow></mml:math><inline-graphic xlink:href=\"mlstad611eieqn1.gif\"></inline-graphic></inline-formula> GeV.","PeriodicalId":33757,"journal":{"name":"Machine Learning Science and Technology","volume":null,"pages":null},"PeriodicalIF":6.3000,"publicationDate":"2024-09-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Machine Learning Science and Technology","FirstCategoryId":"101","ListUrlMain":"https://doi.org/10.1088/2632-2153/ad611e","RegionNum":2,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE","Score":null,"Total":0}
引用次数: 0
Abstract
The energy and mass measurements of jets are crucial tasks for the Large Hadron Collider experiments. This paper presents a new calibration method to simultaneously calibrate these quantities for large-radius jets measured with the ATLAS detector using a deep neural network (DNN). To address the specificities of the calibration problem, special loss functions and training procedures are employed, and a complex network architecture, which includes feature annotation and residual connection layers, is used. The DNN-based calibration is compared to the standard numerical approach in an extensive series of tests. The DNN approach is found to perform significantly better in almost all of the tests and over most of the relevant kinematic phase space. In particular, it consistently improves the energy and mass resolutions, with a 30% better energy resolution obtained for transverse momenta pT>500 GeV.
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Machine Learning Science and Technology is a multidisciplinary open access journal that bridges the application of machine learning across the sciences with advances in machine learning methods and theory as motivated by physical insights. Specifically, articles must fall into one of the following categories: advance the state of machine learning-driven applications in the sciences or make conceptual, methodological or theoretical advances in machine learning with applications to, inspiration from, or motivated by scientific problems.
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