Simple view
Full metadata view
Authors
Statistics
Deep generative models for fast photon shower simulation in ATLAS
Journal
Computing and Software for Big Science
20
Author
Gil Damian
Pałka Marek
Richter-Wąs Elżbieta
Volume
8
Number
1
Institution
ATLAS Collaboration
Other author
Współautorami artykułu są członkowie ATLAS Collaboration w liczbie 2859
Article ID
7
eISSN
2510-2044
Remarks
2862 - łączna liczba autorów publikacji
Language
English
Journal language
English
Abstract in English
The need for large-scale production of highly accurate simulated event samples for the extensive physics programme of the ATLAS experiment at the Large Hadron Collider motivates the development of new simulation techniques. Building on the recent success of deep learning algorithms, variational autoencoders and generative adversarial networks are investigated for modelling the response of the central region of the ATLAS electromagnetic calorimeter to photons of various energies. The properties of synthesised showers are compared with showers from a full detector simulation using geant4. Both variational autoencoders and generative adversarial networks are capable of quickly simulating electromagnetic showers with correct total energies and stochasticity, though the modelling of some shower shape distributions requires more refinement. This feasibility study demonstrates the potential of using such algorithms for ATLAS fast calorimeter simulation in the future and shows a possible way to complement current simulation techniques.
Affiliation
Wydział Fizyki, Astronomii i Informatyki Stosowanej : Instytut Fizyki im. Mariana Smoluchowskiego
Scopus© citations
13
| dc.abstract.en | The need for large-scale production of highly accurate simulated event samples for the extensive physics programme of the ATLAS experiment at the Large Hadron Collider motivates the development of new simulation techniques. Building on the recent success of deep learning algorithms, variational autoencoders and generative adversarial networks are investigated for modelling the response of the central region of the ATLAS electromagnetic calorimeter to photons of various energies. The properties of synthesised showers are compared with showers from a full detector simulation using geant4. Both variational autoencoders and generative adversarial networks are capable of quickly simulating electromagnetic showers with correct total energies and stochasticity, though the modelling of some shower shape distributions requires more refinement. This feasibility study demonstrates the potential of using such algorithms for ATLAS fast calorimeter simulation in the future and shows a possible way to complement current simulation techniques. | |
| dc.affiliation | Wydział Fizyki, Astronomii i Informatyki Stosowanej : Instytut Fizyki im. Mariana Smoluchowskiego | |
| dc.contributor.author | Gil, Damian - 146954 | |
| dc.contributor.author | Pałka, Marek - 214237 | |
| dc.contributor.author | Richter-Wąs, Elżbieta - 131657 | |
| dc.contributor.institution | ATLAS Collaboration | |
| dc.contributor.other | Współautorami artykułu są członkowie ATLAS Collaboration w liczbie 2859 | |
| dc.date.accessioned | 2025-01-22T09:52:51Z | |
| dc.date.available | 2025-01-22T09:52:51Z | |
| dc.date.createdat | 2024-11-04T08:34:01Z | en |
| dc.date.issued | 2024 | |
| dc.date.openaccess | 0 | |
| dc.description.accesstime | w momencie opublikowania | |
| dc.description.additional | 2862 - łączna liczba autorów publikacji | |
| dc.description.admin | [AT]G. Aad—B. Abbott—D. C. Abbott—A. Abed Abud—K. Abeling—D. K. Abhayasinghe—S. H. Abidi—A. Aboulhorma—H. Abramowicz—H. Abreu—Y. Abulaiti—A. C. Abusleme Hoffman—B. S. Acharya—B. Achkar—L. Adam—C. Adam Bourdarios—L. Adamczyk—L. Adamek—S. V. Addepalli—J. Adelman—A. Adiguzel—S. Adorni—T. Adye—A. A. Affolder—Y. Afik—M. N. Agaras—J. Agarwala—A. Aggarwal—C. Agheorghiesei—J. A. Aguilar-Saavedra—A. Ahmad—F. Ahmadov—W. S. Ahmed—X. Ai—G. Aielli—I. Aizenberg—M. Akbiyik—T. P. A. Åkesson—A. V. Akimov—K. Al Khoury—G. L. Alberghi—J. Albert—P. Albicocco—M. J. Alconada Verzini—S. Alderweireldt—M. Aleksa—I. N. Aleksandrov—C. Alexa—T. Alexopoulos—A. Alfonsi—F. Alfonsi—M. Alhroob—B. Ali—S. Ali—M. Aliev—G. Alimonti—C. Allaire—B. M. M. Allbrooke—P. P. Allport—A. Aloisio—F. Alonso—C. Alpigiani—E. Alunno Camelia—M. Alvarez Estevez—M. G. Alviggi—Y. Amaral Coutinho—A. Ambler—L. Ambroz—C. Amelung—D. Amidei—S. P. Amor Dos Santos—S. Amoroso—K. R. Amos—C. S. Amrouche—V. Ananiev—C. Anastopoulos—N. Andari—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—D. J. A. Antrim—F. Anulli—M. Aoki—J. A. Aparisi Pozo—M. A. Aparo—L. Aperio Bella—C. Appelt—N. Aranzabal—V. Araujo Ferraz—C. Arcangeletti—A. T. H. Arce—E. Arena—J-F. Arguin—S. Argyropoulos—J.-H. Arling—A. J. Armbruster—O. Arnaez—H. Arnold—Z. P. Arrubarrena Tame—G. Artoni—H. Asada—K. Asai—S. Asai—N. A. Asbah—E. M. Asimakopoulou—J. Assahsah—K. Assamagan—R. Astalos—R. J. Atkin—M. Atkinson—N. B. Atlay—H. Atmani—P. A. Atmasiddha—K. Augsten—S. Auricchio—V. A. Austrup—G. Avner—G. Avolio—M. K. Ayoub—G. Azuelos—D. Babal—H. Bachacou—K. Bachas—A. Bachiu—F. Backman—A. Badea—P. Bagnaia—M. Bahmani—A. J. Bailey—V. R. Bailey—J. T. Baines—C. Bakalis—O. K. Baker—P. J. Bakker—E. Bakos—D. Bakshi Gupta—S. Balaji—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—E. L. Barberio—D. Barberis—M. Barbero—G. Barbour—K. N. Barends—T. Barillari—M-S. Barisits—J. Barkeloo—T. Barklow—R. M. Barnett—P. Baron—A. Baroncelli—G. Barone—A. J. Barr—L. Barranco Navarro—F. Barreiro—J. Barreiro Guimarães da Costa—U. Barron—S. Barsov—F. Bartels—R. Bartoldus—G. Bartolini—A. E. Barton—P. Bartos—A. Basalaev—A. Basan—M. Baselga—I. Bashta—A. Bassalat—M. J. Basso—C. R. Basson—R. L. Bates—S. Batlamous—J. R. Batley—B. Batool—M. Battaglia—M. Bauce—F. Bauer—P. Bauer—A. Bayirli—J. B. Beacham—T. Beau—P. H. Beauchemin—F. Becherer—P. Bechtle—H. P. Beck—K. Becker—C. Becot—A. J. Beddall—V. A. Bednyakov—C. P. Bee—L. J. Beemster—T. A. Beermann—M. Begalli—M. Begel—A. Behera—J. K. Behr—C. Beirao Da Cruz E Silva—J. F. Beirer—F. Beisiegel—M. Belfkir—G. Bella—L. Bellagamba—A. Bellerive—P. Bellos—K. Beloborodov—K. Belotskiy—N. L. Belyaev—D. Benchekroun—Y. Benhammou—D. P. Benjamin—M. Benoit—J. R. Bensinger—S. Bentvelsen—L. Beresford—M. Beretta—D. Berge—E. Bergeaas Kuutmann—N. Berger—B. Bergmann—J. Beringer—S. Berlendis—G. Bernardi—C. Bernius—F. U. Bernlochner—T. Berry—P. Berta—A. Berthold—I. A. Bertram—O. Bessidskaia Bylund—S. Bethke—A. Betti—A. J. Bevan—S. Bhatta—D. S. Bhattacharya—P. Bhattarai—V. S. Bhopatkar—R. Bi—R. Bi—R. M. Bianchi—O. Biebel—R. Bielski—N. V. Biesuz—M. Biglietti—T. R. V. Billoud—M. Bindi—A. Bingul—C. Bini—S. Biondi—A. Biondini—C. J. Birch-sykes—G. A. Bird—M. Birman—T. Bisanz—D. Biswas—A. Bitadze—K. Bjørke—I. Bloch—C. Blocker—A. Blue—U. Blumenschein—J. Blumenthal—G. J. Bobbink—V. S. Bobrovnikov—M. Boehler—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—H. M. Borecka-Bielska—L. S. Borgna—G. Borissov—D. Bortoletto—D. Boscherini—M. Bosman—J. D. Bossio Sola—K. Bouaouda—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—W. D. Breaden Madden—K. Brendlinger—R. Brener—L. Brenner—R. Brenner—S. Bressler—B. Brickwedde—D. Britton—D. Britzger—I. Brock—G. Brooijmans—W. K. Brooks—E. Brost—P. A. Bruckman de Renstrom—B. Brüers—D. Bruncko—A. Bruni—G. Bruni—M. Bruschi—N. Bruscino—L. Bryngemark—T. Buanes—Q. Buat—P. Buchholz—A. G. Buckley—I. A. Budagov—M. K. Bugge—O. Bulekov—B. A. Bullard—S. Burdin—C. D. Burgard—A. M. Burger—B. Burghgrave—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—G. Cabras—S. Cabrera Urbán—D. Caforio—H. 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—T. P. 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. Canesse—M. Cano Bret—J. Cantero—Y. Cao—F. Capocasa—M. Capua—A. Carbone—R. Cardarelli—J. C. J. Cardenas—F. Cardillo—T. Carli—G. Carlino—B. T. Carlson—E. M. Carlson—L. Carminati—M. Carnesale—S. Caron—E. Carquin—S. Carrá—G. Carratta—J. W. S. Carter—T. M. Carter—D. Casadei—M. P. Casado—A. F. Casha—E. G. Castiglia—F. L. Castillo—L. Castillo Garcia—V. Castillo Gimenez—N. F. Castro—A. Catinaccio—J. R. Catmore—V. Cavaliere—N. Cavalli—V. Cavasinni—E. Celebi—F. Celli—M. S. Centonze—K. Cerny—A. S. Cerqueira—A. Cerri—L. Cerrito—F. Cerutti—A. Cervelli—S. A. Cetin—Z. Chadi—D. Chakraborty—M. Chala—J. Chan—W. S. Chan—W. Y. Chan—J. D. Chapman—B. Chargeishvili—D. G. Charlton—T. P. Charman—M. Chatterjee—S. Chekanov—S. V. Chekulaev—G. A. Chelkov—A. Chen—B. Chen—B. Chen—C. Chen—H. Chen—H. Chen—J. Chen—J. Chen—S. Chen—S. J. Chen—X. Chen—X. Chen—Y. Chen—C. L. Cheng—H. C. Cheng—A. Cheplakov—E. Cheremushkina—E. Cherepanova—R. Cherkaoui El Moursli—E. Cheu—K. Cheung—L. Chevalier—V. Chiarella—G. Chiarelli—G. Chiodini—A. S. Chisholm—A. Chitan—Y. H. Chiu—M. V. Chizhov—K. Choi—A. R. Chomont—Y. Chou—E. Y. S. Chow—T. Chowdhury—L. D. Christopher—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—B. M. Ciungu—A. Clark—P. J. Clark—J. M. Clavijo Columbie—S. E. Clawson—C. Clement—L. Clissa—Y. Coadou—M. Cobal—A. Coccaro—R. F. Coelho Barrue—R. Coelho Lopes De Sa—S. Coelli—H. Cohen—A. E. C. Coimbra—B. Cole—J. Collot—P. Conde Muiño—S. H. Connell—I. A. Connelly—E. I. Conroy—F. Conventi—H. G. Cooke—A. M. Cooper-Sarkar—F. Cormier—L. D. Corpe—M. Corradi—E. E. Corrigan—F. Corriveau—M. J. Costa—F. Costanza—D. Costanzo—B. M. Cote—G. Cowan—J. W. Cowley—K. Cranmer—S. Crépé-Renaudin—F. Crescioli—M. Cristinziani—M. Cristoforetti—V. Croft—G. Crosetti—A. Cueto—T. Cuhadar Donszelmann—H. Cui—Z. Cui—A. R. Cukierman—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—C. Dallapiccola—M. Dam—G. D’amen—V. D’Amico—J. Damp—J. R. Dandoy—M. F. Daneri—M. Danninger—V. Dao—G. Darbo—S. Darmora—A. Dattagupta—S. D’Auria—C. David—T. Davidek—D. R. Davis—B. Davis-Purcell—I. Dawson—K. De—R. De Asmundis—M. De Beurs—S. De Castro—N. De Groot—P. de Jong—H. De la Torre—A. De Maria—A. De Salvo—U. De Sanctis—M. De Santis—A. De Santo—J. B. De Vivie De Regie—D. V. Dedovich—J. Degens—A. M. Deiana—J. Del Peso—F. Del Rio—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—K. Dette—C. Deutsch—P. O. Deviveiros—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—C. Diaconu—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—W. Ding—J. Dingfelder—I-M. Dinu—S. J. Dittmeier—F. Dittus—F. Djama—T. Djobava—J. I. Djuvsland—D. Dodsworth—C. Doglioni—J. Dolejsi—Z. Dolezal—M. Donadelli—B. Dong—J. Donini—A. D’Onofrio—M. D’Onofrio—J. Dopke—A. Doria—M. T. Dova—A. T. Doyle—E. Drechsler—E. Dreyer—A. S. Drobac—D. Du—T. A. du Pree—F. Dubinin—M. Dubovsky—E. Duchovni—G. Duckeck—O. A. Ducu—D. Duda—A. Dudarev—M. D’uffizi—L. Duflot—M. Dührssen—C. Dülsen—A. E. Dumitriu—M. Dunford—S. Dungs—K. Dunne—A. Duperrin—H. Duran Yildiz—M. Düren—A. Durglishvili—B. Dutta—B. L. Dwyer—G. I. Dyckes—M. Dyndal—S. Dysch—B. S. Dziedzic—B. Eckerova—M. G. Eggleston—E. Egidio Purcino De Souza—L. F. Ehrke—G. Eigen—K. Einsweiler—T. Ekelof—Y. El Ghazali—H. El Jarrari—A. El Moussaouy—V. Ellajosyula—M. Ellert—F. Ellinghaus—A. A. Elliot—N. Ellis—J. Elmsheuser—M. Elsing—D. Emeliyanov—A. Emerman—Y. Enari—I. Ene—J. Erdmann—A. Ereditato—P. A. Erland—M. Errenst—M. Escalier—C. Escobar—E. Etzion—G. Evans—H. Evans—M. O. Evans—A. Ezhilov—S. Ezzarqtouni—F. Fabbri—L. Fabbri—G. Facini—V. Fadeyev—R. M. Fakhrutdinov—S. Falciano—P. J. Falke—S. Falke—J. Faltova—Y. Fan—Y. Fang—G. Fanourakis—M. Fanti—M. Faraj—A. Farbin—A. Farilla—T. Farooque—S. M. Farrington—F. Fassi—D. Fassouliotis—M. Faucci Giannelli—W. J. Fawcett—L. Fayard—O. L. Fedin—G. Fedotov—M. Feickert—L. Feligioni—A. Fell—D. E. Fellers—C. Feng—M. Feng—M. J. Fenton—A. B. Fenyuk—S. W. Ferguson—J. Ferrando—A. Ferrari—P. Ferrari—R. Ferrari—D. Ferrere—C. Ferretti—F. Fiedler—A. Filipčič—E. K. Filmer—F. Filthaut—M. C. N. Fiolhais—L. Fiorini—F. Fischer—W. C. Fisher—T. Fitschen—I. Fleck—P. Fleischmann—T. Flick—L. Flores—M. Flores—L. R. Flores Castillo—F. M. Follega—N. Fomin—J. H. Foo—B. C. Forland—A. Formica—A. C. Forti—E. Fortin—A. W. Fortman—M. G. Foti—L. Fountas—D. Fournier—H. Fox—P. Francavilla—S. Francescato—M. Franchini—S. Franchino—D. Francis—L. Franco—L. Franconi—M. Franklin—G. Frattari—A. C. Freegard—P. M. Freeman—W. S. Freund—E. M. Freundlich—D. Froidevaux—J. A. Frost—Y. Fu—M. Fujimoto—E. Fullana Torregrosa—J. Fuster—A. Gabrielli—A. Gabrielli—P. Gadow—G. Gagliardi—L. G. Gagnon—G. E. Gallardo—E. J. Gallas—B. J. Gallop—R. Gamboa Goni—K. K. Gan—S. Ganguly—J. Gao—Y. Gao—F. M. Garay Walls—B. Garcia—C. García—J. E. García Navarro—J. A. García Pascual—M. Garcia-Sciveres—R. W. Gardner—D. Garg—R. B. Garg—S. Gargiulo—C. A. Garner—V. Garonne—S. J. Gasiorowski—P. Gaspar—G. Gaudio—P. Gauzzi—I. L. Gavrilenko—A. Gavrilyuk—C. Gay—G. Gaycken—E. N. Gazis—A. A. Geanta—C. M. Gee—J. Geisen—M. Geisen—C. Gemme—M. H. Genest—S. Gentile—S. George—W. F. George—T. Geralis—L. O. Gerlach—P. Gessinger-Befurt—M. Ghasemi Bostanabad—M. Ghneimat—A. Ghosal—A. Ghosh—A. Ghosh—B. Giacobbe—S. Giagu—N. Giangiacomi—P. Giannetti—A. Giannini—S. M. Gibson—M. Gignac—B. J. Gilbert—D. Gillberg—G. Gilles—N. E. K. Gillwald—L. Ginabat—D. M. Gingrich—M. P. Giordani—P. F. Giraud—G. Giugliarelli—D. Giugni—F. Giuli—I. Gkialas—P. Gkountoumis—L. K. Gladilin—C. Glasman—G. R. Gledhill—M. Glisic—I. Gnesi—Y. Go—M. Goblirsch-Kolb—D. Godin—S. Goldfarb—T. Golling—M. G. D. Gololo—D. Golubkov—J. P. Gombas—A. Gomes—A. J. Gomez Delegido—R. Goncalves Gama—R. Gonçalo—G. Gonella—L. Gonella—A. Gongadze—F. Gonnella—J. L. Gonski—R. Y. González Andana—S. González de la Hoz—S. Gonzalez Fernandez—R. Gonzalez Lopez—C. Gonzalez Renteria—R. Gonzalez Suarez—S. Gonzalez-Sevilla—G. R. Gonzalvo Rodriguez—L. Goossens—N. A. Gorasia—P. A. Gorbounov—B. Gorini—E. Gorini—A. Gorišek—A. T. Goshaw—M. I. Gostkin—C. A. Gottardo—M. Gouighri—V. Goumarre—A. G. Goussiou—N. Govender—C. Goy—I. Grabowska-Bold—K. Graham—E. Gramstad—S. Grancagnolo—M. Grandi—V. Gratchev—P. M. Gravila—F. G. Gravili—H. M. Gray—C. Grefe—I. M. Gregor—P. Grenier—K. Grevtsov—C. Grieco—A. A. Grillo—K. Grimm—S. Grinstein—J.-F. Grivaz—S. Groh—E. Gross—J. Grosse-Knetter—C. Grud—A. Grummer—J. C. Grundy—L. Guan—W. Guan—C. Gubbels—J. G. R. Guerrero Rojas—F. Guescini—R. Gugel—A. Guida—T. Guillemin—S. Guindon—F. Guo—J. Guo—L. Guo—Y. Guo—R. Gupta—S. Gurbuz—G. Gustavino—M. Guth—P. Gutierrez—L. F. Gutierrez Zagazeta—C. Gutschow—C. Guyot—C. Gwenlan—C. B. Gwilliam—E. S. Haaland—A. Haas—M. Habedank—C. Haber—H. K. Hadavand—A. Hadef—S. Hadzic—M. Haleem—J. Haley—J. J. Hall—G. D. Hallewell—L. Halser—K. Hamano—H. Hamdaoui—M. Hamer—G. N. Hamity—J. Han—K. Han—L. Han—L. Han—S. Han—Y. F. Han—K. Hanagaki—M. Hance—D. A. Hangal—M. D. Hank—R. Hankache—E. Hansen—J. B. Hansen—J. D. Hansen—P. H. Hansen—K. Hara—D. Harada—T. Harenberg—S. Harkusha—Y. T. Harris—P. F. Harrison—N. M. Hartman—N. M. Hartmann—Y. Hasegawa—A. Hasib—S. Haug—R. Hauser—M. Havranek—C. M. Hawkes—R. J. Hawkings—S. Hayashida—D. Hayden—C. Hayes—R. L. Hayes—C. P. Hays—J. M. Hays—H. S. Hayward—F. He—Y. He—Y. He—M. P. Heath—V. Hedberg—A. L. Heggelund—N. D. Hehir—C. Heidegger—K. K. Heidegger—W. D. Heidorn—J. Heilman—S. Heim—T. Heim—B. Heinemann—J. G. Heinlein—J. J. Heinrich—L. Heinrich—J. Hejbal—L. Helary—A. Held—S. Hellesund—C. M. Helling—S. Hellman—C. Helsens—R. C. W. Henderson—L. Henkelmann—A. M. Henriques Correia—H. Herde—Y. Hernández Jiménez—H. Herr—M. G. Herrmann—T. Herrmann—G. Herten—R. Hertenberger—L. Hervas—N. P. Hessey—H. Hibi—E. Higón-Rodriguez—S. J. Hillier—I. Hinchliffe—F. Hinterkeuser—M. Hirose—S. Hirose—D. Hirschbuehl—B. Hiti—O. Hladik—J. Hobbs—R. Hobincu—N. Hod—M. C. Hodgkinson—B. H. Hodkinson—A. Hoecker—J. Hofer—D. Hohn—T. Holm—M. Holzbock—L. B. A. H. Hommels—B. P. Honan—J. Hong—T. M. Hong—Y. Hong—J. C. Honig—A. Hönle—B. H. Hooberman—W. H. Hopkins—Y. Horii—L. A. Horyn—S. Hou—J. Howarth—J. Hoya—M. Hrabovsky—A. Hrynevich—T. Hryn’ova—P. J. Hsu—S.-C. Hsu—Q. Hu—S. Hu—Y. F. Hu—D. P. Huang—X. Huang—Y. Huang—Y. Huang—Z. Hubacek—M. Huebner—F. Huegging—T. B. Huffman—M. Huhtinen—S. K. Huiberts—R. Hulsken—N. Huseynov—J. Huston—J. Huth—R. Hyneman—S. Hyrych—G. Iacobucci—G. Iakovidis—I. Ibragimov—L. Iconomidou-Fayard—P. Iengo—R. Iguchi—T. Iizawa—Y. Ikegami—A. Ilg—N. Ilic—H. Imam—T. Ingebretsen Carlson—G. Introzzi—M. Iodice—V. Ippolito—M. Ishino—W. Islam—C. Issever—S. Istin—H. Ito—J. M. Iturbe Ponce—R. Iuppa—A. Ivina—J. M. Izen—V. Izzo—P. Jacka—P. Jackson—R. M. Jacobs—B. P. Jaeger—C. S. Jagfeld—G. Jäkel—K. Jakobs—T. Jakoubek—J. Jamieson—K. W. Janas—G. Jarlskog—A. E. Jaspan—T. Javůrek—M. Javurkova—F. Jeanneau—L. Jeanty—J. Jejelava—P. Jenni—S. Jézéquel—J. Jia—X. Jia—Z. Jia—Y. Jiang—S. Jiggins—J. Jimenez Pena—S. Jin—A. Jinaru—O. Jinnouchi—H. Jivan—P. Johansson—K. A. Johns—C. A. Johnson—D. M. Jones—E. Jones—R. W. L. Jones—T. J. Jones—J. Jovicevic—X. Ju—J. J. Junggeburth—A. Juste Rozas—S. Kabana—A. Kaczmarska—M. Kado—H. Kagan—M. Kagan—A. Kahn—A. Kahn—C. Kahra—T. Kaji—E. Kajomovitz—N. Kakati—C. W. Kalderon—A. Kamenshchikov—N. J. Kang—Y. Kano—D. Kar—K. Karava—M. J. Kareem—E. Karentzos—I. Karkanias—S. N. Karpov—Z. M. Karpova—V. Kartvelishvili—A. N. Karyukhin—E. Kasimi—C. Kato—J. Katzy—S. Kaur—K. Kawade—K. Kawagoe—T. Kawaguchi—T. Kawamoto—G. Kawamura—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—D. Kelsey—J. J. Kempster—J. Kendrick—K. E. Kennedy—O. Kepka—B. P. Kerridge—S. Kersten—B. P. Kerševan—S. Ketabchi Haghighat—M. Khandoga—A. Khanov—A. G. Kharlamov—T. Kharlamova—E. E. Khoda—T. J. Khoo—G. Khoriauli—J. Khubua—M. Kiehn—A. Kilgallon—E. Kim—Y. K. Kim—N. Kimura—A. Kirchhoff—D. Kirchmeier—C. Kirfel—J. Kirk—A. E. Kiryunin—T. Kishimoto—D. P. Kisliuk—C. Kitsaki—O. Kivernyk—M. Klassen—C. Klein—L. Klein—M. H. Klein—M. Klein—U. Klein—P. Klimek—A. Klimentov—F. Klimpel—T. Klingl—T. Klioutchnikova—F. F. Klitzner—P. Kluit—S. Kluth—E. Kneringer—T. M. Knight—A. Knue—D. Kobayashi—R. Kobayashi—M. Kocian—T. Kodama—P. Kodyš—D. M. Koeck—P. T. Koenig—T. Koffas—N. M. Köhler—M. Kolb—I. Koletsou—T. Komarek—K. Köneke—A. X. Y. Kong—T. Kono—N. Konstantinidis—B. Konya—R. Kopeliansky—S. Koperny—K. Korcyl—K. Kordas—G. Koren—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. A. Kremer—J. Kretzschmar—K. Kreul—P. Krieger—F. Krieter—S. Krishnamurthy—A. Krishnan—M. Krivos—K. Krizka—K. Kroeninger—H. Kroha—J. Kroll—J. Kroll—K. S. Krowpman—U. Kruchonak—H. Krüger—N. Krumnack—M. C. Kruse—J. A. Krzysiak—A. Kubota—O. Kuchinskaia—S. Kuday—D. Kuechler—J. T. Kuechler—S. Kuehn—T. Kuhl—V. Kukhtin—Y. Kulchitsky—S. Kuleshov—M. Kumar—N. Kumari—M. Kuna—A. Kupco—T. Kupfer—O. Kuprash—H. Kurashige—L. L. Kurchaninov—Y. A. Kurochkin—A. Kurova—E. S. Kuwertz—M. Kuze—A. K. Kvam—J. Kvita—T. Kwan—K. W. Kwok—C. Lacasta—F. Lacava—H. Lacker—D. Lacour—N. N. Lad—E. Ladygin—B. Laforge—T. Lagouri—S. Lai—I. K. Lakomiec—N. Lalloue—J. E. Lambert—S. Lammers—W. Lampl—C. Lampoudis—E. Lançon—U. Landgraf—M. P. J. Landon—V. S. Lang—J. C. Lange—R. J. Langenberg—A. J. Lankford—F. Lanni—K. Lantzsch—A. Lanza—A. Lapertosa—J. F. Laporte—T. Lari—F. Lasagni Manghi—M. Lassnig—V. Latonova—T. S. Lau—A. Laudrain—A. Laurier—M. Lavorgna—S. D. Lawlor—Z. Lawrence—M. Lazzaroni—B. Le—B. Leban—A. Lebedev—M. LeBlanc—T. LeCompte—F. Ledroit-Guillon—A. C. A. Lee—G. R. Lee—L. Lee—S. C. Lee—L. L. Leeuw—B. Lefebvre—H. P. Lefebvre—M. Lefebvre—C. Leggett—K. Lehmann—G. Lehmann Miotto—W. A. Leight—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—D. Levin—L. J. Levinson—D. J. Lewis—B. Li—B. Li—C. Li—C-Q. Li—H. Li—H. Li—H. Li—J. Li—K. Li—L. Li—M. Li—Q. Y. Li—S. Li—T. Li—X. Li—Z. Li—Z. Li—Z. Li—Z. Li—Z. Liang—M. Liberatore—B. Liberti—K. Lie—J. Lieber Marin—K. Lin—R. A. Linck—R. E. Lindley—J. H. Lindon—A. Linss—E. Lipeles—A. Lipniacka—T. M. Liss—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—Y. Liu—Y. Liu—Y. L. Liu—Y. W. Liu—M. Livan—J. Llorente Merino—S. L. Lloyd—E. M. Lobodzinska—P. Loch—S. Loffredo—T. Lohse—K. Lohwasser—M. Lokajicek—J. D. Long—I. Longarini—L. Longo—R. Longo—I. Lopez Paz—A. Lopez Solis—J. Lorenz—N. Lorenzo Martinez—A. M. Lory—A. Lösle—X. Lou—X. Lou—A. Lounis—G. C. Louppe—J. Love—P. A. Love—J. J. Lozano Bahilo—G. Lu—M. Lu—S. Lu—Y. J. Lu—H. J. Lubatti—C. Luci—F. L. Lucio Alves—A. Lucotte—F. Luehring—I. Luise—O. Lukianchuk—O. Lundberg—B. Lund-Jensen—N. A. Luongo—M. S. Lutz—D. Lynn—H. Lyons—R. Lysak—E. Lytken—F. Lyu—V. Lyubushkin—T. Lyubushkina—H. Ma—L. L. Ma—Y. Ma—D. M. Mac Donell—G. Maccarrone—J. C. MacDonald—R. Madar—W. F. Mader—J. Maeda—T. Maeno—M. Maerker—V. Magerl—J. Magro—D. J. Mahon—C. Maidantchik—A. Maio—K. Maj—O. Majersky—S. Majewski—N. Makovec—V. Maksimovic—B. Malaescu—Pa. Malecki—V. P. Maleev—F. Malek—D. Malito—U. Mallik—C. Malone—S. Maltezos—S. Malyukov—J. Mamuzic—G. Mancini—J. P. Mandalia—I. Mandić—L. Manhaes de Andrade Filho—I. M. Maniatis—M. Manisha—J. Manjarres Ramos—D. C. Mankad—K. H. Mankinen—A. Mann—A. Manousos—B. Mansoulie—S. Manzoni—A. Marantis—G. Marchiori—M. Marcisovsky—L. Marcoccia—C. Marcon—M. Marinescu—M. Marjanovic—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—S. R. Maschek—L. Masetti—T. Mashimo—J. Masik—A. L. Maslennikov—L. Massa—P. Massarotti—P. Mastrandrea—A. Mastroberardino—T. Masubuchi—T. Mathisen—A. Matic—N. Matsuzawa—J. Maurer—B. Maček—D. A. Maximov—R. Mazini—I. Maznas—M. Mazza—S. M. Mazza—C. Mc Ginn—J. P. Mc Gowan—S. P. Mc Kee—T. G. McCarthy—W. P. McCormack—E. F. McDonald—A. E. McDougall—J. A. Mcfayden—G. Mchedlidze—M. A. McKay—R. P. Mckenzie—D. J. Mclaughlin—K. D. McLean—S. J. McMahon—P. C. McNamara—R. A. McPherson—J. E. Mdhluli—S. Meehan—T. Megy—S. Mehlhase—A. Mehta—B. Meirose—D. Melini—B. R. Mellado Garcia—A. H. Melo—F. Meloni—A. Melzer—E. D. Mendes Gouveia—A. M. Mendes Jacques Da Costa—H. Y. Meng—L. Meng—S. Menke—M. Mentink—E. Meoni—C. Merlassino—L. Merola—C. Meroni—G. Merz—O. Meshkov—J. K. R. Meshreki—J. Metcalfe—A. S. Mete—C. Meyer—J-P. Meyer—M. Michetti—R. P. Middleton—L. Mijović—G. Mikenberg—M. Mikestikova—M. Mikuž—H. Mildner—A. Milic—C. D. Milke—D. W. Miller—L. S. Miller—A. Milov—D. A. Milstead—T. Min—A. A. Minaenko—I. A. Minashvili—L. Mince—A. I. Mincer—B. Mindur—M. Mineev—Y. Minegishi—Y. Mino—L. M. Mir—M. Miralles Lopez—M. Mironova—T. Mitani—A. Mitra—V. A. Mitsou—O. Miu—P. S. Miyagawa—Y. Miyazaki—A. Mizukami—J. U. Mjörnmark—T. Mkrtchyan—M. Mlynarikova—T. Moa—S. Mobius—K. Mochizuki—P. Moder—P. Mogg—A. F. Mohammed—S. Mohapatra—G. Mokgatitswane—B. Mondal—S. Mondal—K. Mönig—E. Monnier—L. Monsonis Romero—J. Montejo Berlingen—M. Montella—F. Monticelli—N. Morange—A. L. Moreira De Carvalho—M. Moreno Llácer—C. Moreno Martinez—P. Morettini—S. Morgenstern—D. Mori—M. Morii—M. Morinaga—V. Morisbak—A. K. Morley—L. Morvaj—P. Moschovakos—B. Moser—M. Mosidze—T. Moskalets—P. Moskvitina—J. Moss—E. J. W. Moyse—S. Muanza—J. Mueller—D. Muenstermann—R. Müller—G. A. Mullier—J. J. Mullin—D. P. Mungo—J. L. Munoz Martinez—F. J. Munoz Sanchez—M. Murin—W. J. Murray—A. Murrone—J. M. Muse—M. Muškinja—C. Mwewa—A. G. Myagkov—A. J. Myers—A. A. Myers—G. Myers—M. Myska—B. P. Nachman—O. Nackenhorst—A. Nag—K. Nagai—K. Nagano—J. L. Nagle—E. Nagy—A. M. Nairz—Y. Nakahama—K. Nakamura—H. Nanjo—R. Narayan—E. A. Narayanan—I. Naryshkin—M. Naseri—C. Nass—G. Navarro—J. Navarro-Gonzalez—R. Nayak—P. Y. Nechaeva—F. Nechansky—T. J. Neep—A. Negri—M. Negrini—C. Nellist—C. Nelson—K. Nelson—S. Nemecek—M. Nessi—M. S. Neubauer—F. Neuhaus—J. Neundorf—R. Newhouse—P. R. Newman—C. W. Ng—Y. S. Ng—Y. W. Y. Ng—B. Ngair—H. D. N. Nguyen—R. B. Nickerson—R. Nicolaidou—D. S. Nielsen—J. Nielsen—M. Niemeyer—N. Nikiforou—V. Nikolaenko—I. Nikolic-Audit—K. Nikolopoulos—P. Nilsson—H. R. Nindhito—A. Nisati—N. Nishu—R. Nisius—S. J. Noacco Rosende—T. Nobe—D. L. Noel—Y. Noguchi—I. Nomidis—M. A. Nomura—M. B. Norfolk—R. R. B. Norisam—J. Novak—T. Novak—O. Novgorodova—L. Novotny—R. Novotny—L. Nozka—K. Ntekas—E. Nurse—F. G. Oakham—J. Ocariz—A. Ochi—I. Ochoa—J. P. Ochoa-Ricoux—S. Oda—S. Oerdek—A. Ogrodnik—A. Oh—C. C. Ohm—H. Oide—R. Oishi—M. L. Ojeda—Y. Okazaki—M. W. O’Keefe—Y. Okumura—A. Olariu—L. F. Oleiro Seabra—S. A. Olivares Pino—D. Oliveira Damazio—D. Oliveira Goncalves—J. L. Oliver—M. J. R. Olsson—A. Olszewski—J. Olszowska—Ö. O. Öncel—D. C. O’Neil—A. P. O’Neill—A. Onofre—P. U. E. Onyisi—R. G. Oreamuno Madriz—M. J. Oreglia—G. E. Orellana—D. Orestano—N. Orlando—R. S. Orr—V. O’Shea—R. Ospanov—G. Otero y Garzon—H. Otono—P. S. Ott—G. J. Ottino—M. Ouchrif—J. Ouellette—F. Ould-Saada—M. Owen—R. E. Owen—K. Y. Oyulmaz—V. E. Ozcan—N. Ozturk—S. Ozturk—J. Pacalt—H. A. Pacey—A. Pacheco Pages—C. Padilla Aranda—S. Pagan Griso—G. Palacino—S. Palazzo—S. Palestini—J. Pan—D. K. Panchal—C. E. Pandini—J. G. Panduro Vazquez—P. Pani—G. Panizzo—L. Paolozzi—C. Papadatos—S. Parajuli—A. Paramonov—C. Paraskevopoulos—D. Paredes Hernandez—B. Parida—T. H. Park—A. J. Parker—M. A. Parker—F. Parodi—E. W. Parrish—V. A. Parrish—J. A. Parsons—U. Parzefall—B. Pascual Dias—L. Pascual Dominguez—V. R. Pascuzzi—F. Pasquali—E. Pasqualucci—S. Passaggio—F. Pastore—P. Pasuwan—J. R. Pater—A. Pathak—J. Patton—T. Pauly—J. Pearkes—M. Pedersen—R. Pedro—S. V. Peleganchuk—O. Penc—C. Peng—H. Peng—M. Penzin—B. S. Peralva—A. P. Pereira Peixoto—L. Pereira Sanchez—D. V. Perepelitsa—E. Perez Codina—M. Perganti—L. Perini—H. Pernegger—A. Perrevoort—O. Perrin—K. Peters—R. F. Y. Peters—B. A. Petersen—T. C. Petersen—E. Petit—V. Petousis—C. Petridou—A. Petrukhin—M. Pettee—N. E. Pettersson—K. Petukhova—A. Peyaud—R. Pezoa—L. Pezzotti—G. Pezzullo—T. Pham—P. W. Phillips—M. W. Phipps—G. Piacquadio—E. Pianori—F. Piazza—R. Piegaia—D. Pietreanu—A. D. Pilkington—M. Pinamonti—J. L. Pinfold—C. Pitman Donaldson—D. A. Pizzi—L. Pizzimento—A. Pizzini—M.-A. Pleier—V. Plesanovs—V. Pleskot—E. Plotnikova—G. Poddar—R. Poettgen—R. Poggi—L. Poggioli—I. Pogrebnyak—D. Pohl—I. Pokharel—S. Polacek—G. Polesello—A. Poley—R. Polifka—A. Polini—C. S. Pollard—Z. B. Pollock—V. Polychronakos—D. Ponomarenko—L. Pontecorvo—S. Popa—G. A. Popeneciu—D. M. Portillo Quintero—S. Pospisil—P. Postolache—K. Potamianos—I. N. Potrap—C. J. Potter—H. Potti—T. Poulsen—J. Poveda—G. Pownall—M. E. Pozo Astigarraga—A. Prades Ibanez—P. Pralavorio—M. M. Prapa—J. Pretel—D. Price—M. Primavera—M. A. Principe Martin—M. L. Proffitt—N. Proklova—K. Prokofiev—G. Proto—S. Protopopescu—J. Proudfoot—M. Przybycien—D. Pudzha—P. Puzo—D. Pyatiizbyantseva—J. Qian—Y. Qin—T. Qiu—A. Quadt—M. Queitsch-Maitland—G. Rabanal Bolanos—D. Rafanoharana—F. Ragusa—J. A. Raine—S. Rajagopalan—K. Ran—V. Raskina—D. F. Rassloff—S. Rave—B. Ravina—I. Ravinovich—M. Raymond—A. L. Read—N. P. Readioff—D. M. Rebuzzi—G. Redlinger—K. Reeves—D. Reikher—A. Reiss—A. Rej—C. Rembser—A. Renardi—M. Renda—M. B. Rendel—A. G. Rennie—S. Resconi—M. Ressegotti—E. D. Resseguie—S. Rettie—B. Reynolds—E. Reynolds—M. Rezaei Estabragh—O. L. Rezanova—P. Reznicek—E. Ricci—R. Richter—S. Richter—M. Ridel—P. Rieck—P. Riedler—M. Rijssenbeek—A. Rimoldi—M. Rimoldi—L. Rinaldi—T. T. Rinn—M. P. Rinnagel—G. Ripellino—I. Riu—P. Rivadeneira—J. C. Rivera Vergara—F. Rizatdinova—E. Rizvi—C. Rizzi—B. A. Roberts—B. R. Roberts—S. H. Robertson—M. Robin—D. Robinson—C. M. Robles Gajardo—M. Robles Manzano—A. Robson—A. Rocchi—C. Roda—S. Rodriguez Bosca—Y. Rodriguez Garcia—A. Rodriguez Rodriguez—A. M. Rodríguez Vera—S. Roe—J. T. Roemer—A. R. Roepe-Gier—J. Roggel—O. Røhne—R. A. Rojas—B. Roland—C. P. A. Roland—J. Roloff—A. Romaniouk—M. Romano—A. C. Romero Hernandez—N. Rompotis—M. Ronzani—L. Roos—S. Rosati—B. J. Rosser—E. Rossi—E. Rossi—L. P. Rossi—L. Rossini—R. Rosten—M. Rotaru—B. Rottler—D. Rousseau—D. Rousso—G. Rovelli—A. Roy—A. Rozanov—Y. Rozen—X. Ruan—A. J. Ruby—T. A. Ruggeri—F. Rühr—A. Ruiz-Martinez—A. Rummler—Z. Rurikova—N. A. Rusakovich—H. L. Russell—L. Rustige—J. P. Rutherfoord—E. M. Rüttinger—K. Rybacki—M. Rybar—E. B. Rye—A. Ryzhov—J. A. Sabater Iglesias—P. Sabatini—L. Sabetta—H.F-W. Sadrozinski—F. Safai Tehrani—B. Safarzadeh Samani—M. Safdari—S. Saha—M. Sahinsoy—A. Sahu—M. Saimpert—M. Saito—T. Saito—D. Salamani—G. Salamanna—A. Salnikov—J. Salt—A. Salvador Salas—D. Salvatore—F. Salvatore—A. Salzburger—D. Sammel—D. Sampsonidis—D. Sampsonidou—J. Sánchez—A. Sanchez Pineda—V. Sanchez Sebastian—H. Sandaker—C. O. Sander—I. G. Sanderswood—J. A. Sandesara—M. Sandhoff—C. Sandoval—D. P. C. Sankey—A. Sansoni—C. Santoni—H. Santos—S. N. Santpur—A. Santra—K. A. Saoucha—J. G. Saraiva—J. Sardain—O. Sasaki—K. Sato—C. Sauer—F. Sauerburger—E. Sauvan—P. Savard—R. Sawada—C. Sawyer—L. Sawyer—I. Sayago Galvan—C. Sbarra—A. Sbrizzi—T. Scanlon—J. Schaarschmidt—P. Schacht—D. Schaefer—U. Schäfer—A. C. Schaffer—D. Schaile—R. D. Schamberger—E. Schanet—C. Scharf—N. Scharmberg—V. A. Schegelsky—D. Scheirich—F. Schenck—M. Schernau—C. Scheulen—C. Schiavi—Z. M. Schillaci—E. J. Schioppa—M. Schioppa—B. Schlag—K. E. Schleicher—S. Schlenker—K. Schmieden—C. Schmitt—S. Schmitt—L. Schoeffel—A. Schoening—P. G. Scholer—E. Schopf—M. Schott—J. Schovancova—S. Schramm—F. Schroeder—H-C. Schultz-Coulon—M. Schumacher—B. A. Schumm—Ph. Schune—A. Schwartzman—T. A. Schwarz—Ph. Schwemling—R. Schwienhorst—A. Sciandra—G. Sciolla—F. Scuri—F. Scutti—C. D. Sebastiani—K. Sedlaczek—P. Seema—S. C. Seidel—A. Seiden—B. D. Seidlitz—T. Seiss—C. Seitz—J. M. Seixas—G. Sekhniaidze—S. J. Sekula—L. Selem—N. Semprini-Cesari—S. Sen—V. Senthilkumar—L. Serin—L. Serkin—M. Sessa—H. Severini—S. Sevova—F. Sforza—A. Sfyrla—E. Shabalina—R. Shaheen—J. D. Shahinian—N. W. Shaikh—D. Shaked Renous—L. Y. Shan—M. Shapiro—A. Sharma—A. S. Sharma—S. Sharma—P. B. Shatalov—K. Shaw—S. M. Shaw—P. Sherwood—L. Shi—C. O. Shimmin—Y. Shimogama—J. D. Shinner—I. P. J. Shipsey—S. Shirabe—M. Shiyakova—J. Shlomi—M. J. Shochet—J. Shojaii—D. R. Shope—S. Shrestha—E. M. Shrif—M. J. Shroff—P. Sicho—A. M. Sickles—E. Sideras Haddad—O. Sidiropoulou—A. Sidoti—F. Siegert—Dj. Sijacki—F. Sili—J. M. Silva—M. V. Silva Oliveira—S. B. Silverstein—S. Simion—R. Simoniello—E. L. Simpson—N. D. Simpson—S. Simsek—S. Sindhu—P. Sinervo—V. Sinetckii—S. Singh—S. Singh—S. Sinha—S. Sinha—M. Sioli—I. Siral—S. Yu. Sivoklokov—J. Sjölin—A. Skaf—E. Skorda—P. Skubic—M. Slawinska—V. Smakhtin—B. H. Smart—J. Smiesko—S.Yu. Smirnov—Y. Smirnov—L. N. Smirnova—O. Smirnova—E. A. Smith—H. A. Smith—R. Smith—M. Smizanska—K. Smolek—A. Smykiewicz—A. A. Snesarev—H. L. Snoek—S. Snyder—R. Sobie—A. Soffer—C. A. Solans Sanchez—E.Yu. Soldatov—U. Soldevila—A. A. Solodkov—S. Solomon—A. Soloshenko—K. Solovieva—O. V. Solovyanov—V. Solovyev—P. Sommer—H. Son—A. Sonay—W. Y. Song—A. Sopczak—A. L. Sopio—F. Sopkova—V. Sothilingam—S. Sottocornola—R. Soualah—Z. Soumaimi—D. South—S. Spagnolo—M. Spalla—M. Spangenberg—F. Spanò—D. Sperlich—G. Spigo—M. Spina—S. Spinali—D. P. Spiteri—M. Spousta—E. J. Staats—A. Stabile—R. Stamen—M. Stamenkovic—A. Stampekis—M. Standke—E. Stanecka—B. Stanislaus—M. M. Stanitzki—M. Stankaityte—B. Stapf—E. A. Starchenko—G. H. Stark—J. Stark—D. M. Starko—P. Staroba—P. Starovoitov—S. Stärz—R. Staszewski—G. Stavropoulos—J. Steentoft—P. Steinberg—A. L. Steinhebel—B. Stelzer—H. J. Stelzer—O. Stelzer-Chilton—H. Stenzel—T. J. Stevenson—G. A. Stewart—M. C. Stockton—G. Stoicea—M. Stolarski—S. Stonjek—A. Straessner—J. Strandberg—S. Strandberg—M. Strauss—T. Strebler—P. Strizenec—R. Ströhmer—D. M. Strom—L. R. Strom—R. Stroynowski—A. Strubig—S. A. Stucci—B. Stugu—J. Stupak—N. A. Styles—D. Su—S. Su—W. Su—X. Su—K. Sugizaki—V. V. Sulin—M. J. Sullivan—D. M. S. Sultan—L. Sultanaliyeva—S. Sultansoy—T. Sumida—S. Sun—S. Sun—O. Sunneborn Gudnadottir—M. R. Sutton—M. Svatos—M. Swiatlowski—T. Swirski—I. Sykora—M. Sykora—T. Sykora—D. Ta—K. Tackmann—A. Taffard—R. Tafirout—J. S. Tafoya Vargas—R. H. M. Taibah—R. Takashima—K. Takeda—E. P. Takeva—Y. Takubo—M. Talby—A. A. Talyshev—K. C. Tam—N. M. Tamir—A. Tanaka—J. Tanaka—R. Tanaka—J. Tang—Z. Tao—S. Tapia Araya—S. Tapprogge—A. Tarek Abouelfadl Mohamed—S. Tarem—K. Tariq—G. Tarna—G. F. Tartarelli—P. Tas—M. Tasevsky—E. Tassi—G. Tateno—Y. Tayalati—G. N. Taylor—W. Taylor—H. Teagle—A. S. Tee—R. Teixeira De Lima—P. Teixeira-Dias—J. J. Teoh—K. Terashi—J. Terron—S. Terzo—M. Testa—R. J. Teuscher—N. Themistokleous—T. Theveneaux-Pelzer—O. Thielmann—D. W. Thomas—J. P. Thomas—E. A. Thompson—P. D. Thompson—E. Thomson—E. J. Thorpe—Y. Tian—V. Tikhomirov—Yu.A. Tikhonov—S. Timoshenko—E. X. L. Ting—P. Tipton—S. Tisserant—S. H. Tlou—A. Tnourji—K. Todome—S. Todorova-Nova—S. Todt—M. Togawa—J. Tojo—S. Tokár—K. Tokushuku—R. Tombs—M. Tomoto—L. Tompkins—P. Tornambe—E. Torrence—H. Torres—E. Torró Pastor—M. Toscani—C. Tosciri—D. R. Tovey—A. Traeet—I. S. Trandafir—C. J. Treado—T. Trefzger—A. Tricoli—I. M. Trigger—S. Trincaz-Duvoid—D. A. Trischuk—B. Trocmé—A. Trofymov—C. Troncon—F. Trovato—L. Truong—M. Trzebinski—A. Trzupek—F. Tsai—M. Tsai—A. Tsiamis—P. V. Tsiareshka—A. Tsirigotis—V. Tsiskaridze—E. G. Tskhadadze—M. Tsopoulou—Y. Tsujikawa—I. I. Tsukerman—V. Tsulaia—S. Tsuno—O. Tsur—D. Tsybychev—Y. Tu—A. Tudorache—V. Tudorache—A. N. Tuna—S. Turchikhin—I. Turk Cakir—R. Turra—P. M. Tuts—S. Tzamarias—P. Tzanis—E. Tzovara—K. Uchida—F. Ukegawa—P. A. Ulloa Poblete—G. Unal—M. Unal—A. Undrus—G. Unel—K. Uno—J. Urban—P. Urquijo—G. Usai—R. Ushioda—M. Usman—Z. Uysal—V. Vacek—B. Vachon—K. O. H. Vadla—T. Vafeiadis—C. Valderanis—E. Valdes Santurio—M. Valente—S. Valentinetti—A. Valero—A. Vallier—J. A. Valls Ferrer—T. R. Van Daalen—P. Van Gemmeren—S. Van Stroud—I. Van Vulpen—M. Vanadia—W. Vandelli—M. Vandenbroucke—E. R. Vandewall—D. Vannicola—L. Vannoli—R. Vari—E. W. Varnes—C. Varni—T. Varol—D. Varouchas—K. E. Varvell—M. E. Vasile—L. Vaslin—G. A. Vasquez—F. Vazeille—D. Vazquez Furelos—T. Vazquez Schroeder—J. Veatch—V. Vecchio—M. J. Veen—I. Veliscek—L. M. Veloce—F. Veloso—S. Veneziano—A. Ventura—A. Verbytskyi—M. Verducci—C. Vergis—M. Verissimo De Araujo—W. Verkerke—J. C. Vermeulen—C. Vernieri—P. J. Verschuuren—M. Vessella—M. L. Vesterbacka—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—C. Vittori—I. Vivarelli—V. Vladimirov—E. Voevodina—M. Vogel—P. Vokac—S. Voloshynovskiy—J. Von Ahnen—E. Von Toerne—B. Vormwald—V. Vorobel—K. Vorobev—M. Vos—J. H. Vossebeld—M. Vozak—L. Vozdecky—N. Vranjes—M. Vranjes Milosavljevic—V. Vrba—M. Vreeswijk—R. Vuillermet—O. Vujinovic—I. Vukotic—S. Wada—C. Wagner—W. Wagner—S. Wahdan—H. Wahlberg—R. Wakasa—M. Wakida—V. M. Walbrecht—J. Walder—R. Walker—W. Walkowiak—A. M. Wang—A. Z. Wang—C. Wang—C. Wang—H. Wang—J. Wang—P. Wang—R.-J. Wang—R. Wang—R. Wang—S. M. Wang—S. Wang—T. Wang—W. T. Wang—W. X. Wang—X. Wang—X. Wang—X. Wang—Y. Wang—Z. Wang—Z. Wang—Z. Wang—A. Warburton—R. J. Ward—N. Warrack—A. T. Watson—M. F. Watson—G. Watts—B. M. Waugh—A. F. Webb—C. Weber—M. S. Weber—S. A. Weber—S. M. Weber—C. Wei—Y. Wei—A. R. Weidberg—J. Weingarten—M. Weirich—C. Weiser—T. Wenaus—B. Wendland—T. Wengler—N. S. Wenke—N. Wermes—M. Wessels—K. Whalen—A. M. Wharton—A. S. White—A. White—M. J. White—D. Whiteson—L. Wickremasinghe—W. Wiedenmann—C. Wiel—M. Wielers—N. Wieseotte—C. Wiglesworth—L. A. M. Wiik-Fuchs—D. J. Wilbern—H. G. Wilkens—D. M. Williams—H. H. Williams—S. Williams—S. Willocq—P. J. Windischhofer—F. Winklmeier—B. T. Winter—M. Wittgen—M. Wobisch—A. Wolf—R. Wölker—J. Wollrath—M. W. Wolter—H. Wolters—V. W. S. Wong—A. F. Wongel—S. D. Worm—B. K. Wosiek—K. W. Woźniak—K. Wraight—J. 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—X. Xiao—M. Xie—X. Xie—I. Xiotidis—D. Xu—H. Xu—H. Xu—L. Xu—R. Xu—T. Xu—W. Xu—Y. Xu—Z. Xu—Z. Xu—B. Yabsley—S. Yacoob—N. Yamaguchi—Y. Yamaguchi—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—Z. Yang—W-M. Yao—Y. C. Yap—H. Ye—J. Ye—S. Ye—X. Ye—I. Yeletskikh—M. R. Yexley—P. Yin—K. Yorita—C. J. S. Young—C. Young—M. Yuan—R. Yuan—X. Yue—M. Zaazoua—B. Zabinski—G. Zacharis—E. Zaid—T. Zakareishvili—N. Zakharchuk—S. Zambito—J. Zang—D. Zanzi—O. Zaplatilek—S. V. Zeißner—C. Zeitnitz—J. C. Zeng—D. T. Zenger Jr—O. Zenin—T. Ženiš—S. Zenz—S. Zerradi—D. Zerwas—B. Zhang—D. F. Zhang—G. Zhang—J. Zhang—K. Zhang—L. Zhang—M. Zhang—R. Zhang—S. Zhang—T. Zhang—X. Zhang—X. Zhang—Z. Zhang—H. Zhao—P. Zhao—T. Zhao—Y. Zhao—Z. Zhao—A. Zhemchugov—Z. Zheng—D. Zhong—B. Zhou—C. Zhou—H. Zhou—N. Zhou—Y. Zhou—C. G. Zhu—C. Zhu—H. L. Zhu—H. Zhu—J. Zhu—Y. Zhu—X. Zhuang—K. Zhukov—V. Zhulanov—D. Zieminska—N. I. Zimine—S. Zimmermann—J. Zinsser—M. Ziolkowski—L. Živković—A. Zoccoli—K. Zoch—T. G. Zorbas—O. Zormpa—W. Zou—L. Zwalinski | pl |
| dc.description.number | 1 | |
| dc.description.version | ostateczna wersja wydawcy | |
| dc.description.volume | 8 | |
| dc.identifier.articleid | 7 | |
| dc.identifier.doi | 10.1007/s41781-023-00106-9 | pl |
| dc.identifier.eissn | 2510-2044 | |
| dc.identifier.uri | https://ruj.uj.edu.pl/handle/item/546034 | |
| dc.language | eng | |
| dc.language.container | eng | |
| dc.rights | Udzielam licencji. Uznanie autorstwa 4.0 Międzynarodowa | |
| dc.rights.licence | CC-BY | |
| dc.rights.uri | http://creativecommons.org/licenses/by/4.0/legalcode.pl | |
| dc.share.type | otwarte czasopismo | |
| dc.subtype | Article | |
| dc.title | Deep generative models for fast photon shower simulation in ATLAS | |
| dc.title.journal | Computing and Software for Big Science | |
| dc.type | JournalArticle | |
| dspace.entity.type | Publication | en |
dc.abstract.en
The need for large-scale production of highly accurate simulated event samples for the extensive physics programme of the ATLAS experiment at the Large Hadron Collider motivates the development of new simulation techniques. Building on the recent success of deep learning algorithms, variational autoencoders and generative adversarial networks are investigated for modelling the response of the central region of the ATLAS electromagnetic calorimeter to photons of various energies. The properties of synthesised showers are compared with showers from a full detector simulation using geant4. Both variational autoencoders and generative adversarial networks are capable of quickly simulating electromagnetic showers with correct total energies and stochasticity, though the modelling of some shower shape distributions requires more refinement. This feasibility study demonstrates the potential of using such algorithms for ATLAS fast calorimeter simulation in the future and shows a possible way to complement current simulation techniques. dc.affiliation
Wydział Fizyki, Astronomii i Informatyki Stosowanej : Instytut Fizyki im. Mariana Smoluchowskiego dc.contributor.author
Gil, Damian - 146954 dc.contributor.author
Pałka, Marek - 214237 dc.contributor.author
Richter-Wąs, Elżbieta - 131657 dc.contributor.institution
ATLAS Collaboration dc.contributor.other
Współautorami artykułu są członkowie ATLAS Collaboration w liczbie 2859 dc.date.accessioned
2025-01-22T09:52:51Z dc.date.available
2025-01-22T09:52:51Z dc.date.createdaten
2024-11-04T08:34:01Z dc.date.issued
2024 dc.date.openaccess
0 dc.description.accesstime
w momencie opublikowania dc.description.additional
2862 - łączna liczba autorów publikacji dc.description.adminpl
[AT]G. Aad—B. Abbott—D. C. Abbott—A. Abed Abud—K. Abeling—D. K. Abhayasinghe—S. H. Abidi—A. Aboulhorma—H. Abramowicz—H. Abreu—Y. Abulaiti—A. C. Abusleme Hoffman—B. S. Acharya—B. Achkar—L. Adam—C. Adam Bourdarios—L. Adamczyk—L. Adamek—S. V. Addepalli—J. Adelman—A. Adiguzel—S. Adorni—T. Adye—A. A. Affolder—Y. Afik—M. N. Agaras—J. Agarwala—A. Aggarwal—C. Agheorghiesei—J. A. Aguilar-Saavedra—A. Ahmad—F. Ahmadov—W. S. Ahmed—X. Ai—G. Aielli—I. Aizenberg—M. Akbiyik—T. P. A. Åkesson—A. V. Akimov—K. Al Khoury—G. L. Alberghi—J. Albert—P. Albicocco—M. J. Alconada Verzini—S. Alderweireldt—M. Aleksa—I. N. Aleksandrov—C. Alexa—T. Alexopoulos—A. Alfonsi—F. Alfonsi—M. Alhroob—B. Ali—S. Ali—M. Aliev—G. Alimonti—C. Allaire—B. M. M. Allbrooke—P. P. Allport—A. Aloisio—F. Alonso—C. Alpigiani—E. Alunno Camelia—M. Alvarez Estevez—M. G. Alviggi—Y. Amaral Coutinho—A. Ambler—L. Ambroz—C. Amelung—D. Amidei—S. P. Amor Dos Santos—S. Amoroso—K. R. Amos—C. S. Amrouche—V. Ananiev—C. Anastopoulos—N. Andari—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—D. J. A. Antrim—F. Anulli—M. Aoki—J. A. Aparisi Pozo—M. A. Aparo—L. Aperio Bella—C. Appelt—N. Aranzabal—V. Araujo Ferraz—C. Arcangeletti—A. T. H. Arce—E. Arena—J-F. Arguin—S. Argyropoulos—J.-H. Arling—A. J. Armbruster—O. Arnaez—H. Arnold—Z. P. Arrubarrena Tame—G. Artoni—H. Asada—K. Asai—S. Asai—N. A. Asbah—E. M. Asimakopoulou—J. Assahsah—K. Assamagan—R. Astalos—R. J. Atkin—M. Atkinson—N. B. Atlay—H. Atmani—P. A. Atmasiddha—K. Augsten—S. Auricchio—V. A. Austrup—G. Avner—G. Avolio—M. K. Ayoub—G. Azuelos—D. Babal—H. Bachacou—K. Bachas—A. Bachiu—F. Backman—A. Badea—P. Bagnaia—M. Bahmani—A. J. Bailey—V. R. Bailey—J. T. Baines—C. Bakalis—O. K. Baker—P. J. Bakker—E. Bakos—D. Bakshi Gupta—S. Balaji—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—E. L. Barberio—D. Barberis—M. Barbero—G. Barbour—K. N. Barends—T. Barillari—M-S. Barisits—J. Barkeloo—T. Barklow—R. M. Barnett—P. Baron—A. Baroncelli—G. Barone—A. J. Barr—L. Barranco Navarro—F. Barreiro—J. Barreiro Guimarães da Costa—U. Barron—S. Barsov—F. Bartels—R. Bartoldus—G. Bartolini—A. E. Barton—P. Bartos—A. Basalaev—A. Basan—M. Baselga—I. Bashta—A. Bassalat—M. J. Basso—C. R. Basson—R. L. Bates—S. Batlamous—J. R. Batley—B. Batool—M. Battaglia—M. Bauce—F. Bauer—P. Bauer—A. Bayirli—J. B. Beacham—T. Beau—P. H. Beauchemin—F. Becherer—P. Bechtle—H. P. Beck—K. Becker—C. Becot—A. J. Beddall—V. A. Bednyakov—C. P. Bee—L. J. Beemster—T. A. Beermann—M. Begalli—M. Begel—A. Behera—J. K. Behr—C. Beirao Da Cruz E Silva—J. F. Beirer—F. Beisiegel—M. Belfkir—G. Bella—L. Bellagamba—A. Bellerive—P. Bellos—K. Beloborodov—K. Belotskiy—N. L. Belyaev—D. Benchekroun—Y. Benhammou—D. P. Benjamin—M. Benoit—J. R. Bensinger—S. Bentvelsen—L. Beresford—M. Beretta—D. Berge—E. Bergeaas Kuutmann—N. Berger—B. Bergmann—J. Beringer—S. Berlendis—G. Bernardi—C. Bernius—F. U. Bernlochner—T. Berry—P. Berta—A. Berthold—I. A. Bertram—O. Bessidskaia Bylund—S. Bethke—A. Betti—A. J. Bevan—S. Bhatta—D. S. Bhattacharya—P. Bhattarai—V. S. Bhopatkar—R. Bi—R. Bi—R. M. Bianchi—O. Biebel—R. Bielski—N. V. Biesuz—M. Biglietti—T. R. V. Billoud—M. Bindi—A. Bingul—C. Bini—S. Biondi—A. Biondini—C. J. Birch-sykes—G. A. Bird—M. Birman—T. Bisanz—D. Biswas—A. Bitadze—K. Bjørke—I. Bloch—C. Blocker—A. Blue—U. Blumenschein—J. Blumenthal—G. J. Bobbink—V. S. Bobrovnikov—M. Boehler—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—H. M. Borecka-Bielska—L. S. Borgna—G. Borissov—D. Bortoletto—D. Boscherini—M. Bosman—J. D. Bossio Sola—K. Bouaouda—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—W. D. Breaden Madden—K. Brendlinger—R. Brener—L. Brenner—R. Brenner—S. Bressler—B. Brickwedde—D. Britton—D. Britzger—I. Brock—G. Brooijmans—W. K. Brooks—E. Brost—P. A. Bruckman de Renstrom—B. Brüers—D. Bruncko—A. Bruni—G. Bruni—M. Bruschi—N. Bruscino—L. Bryngemark—T. Buanes—Q. Buat—P. Buchholz—A. G. Buckley—I. A. Budagov—M. K. Bugge—O. Bulekov—B. A. Bullard—S. Burdin—C. D. Burgard—A. M. Burger—B. Burghgrave—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—G. Cabras—S. Cabrera Urbán—D. Caforio—H. 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—T. P. 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. Canesse—M. Cano Bret—J. Cantero—Y. Cao—F. Capocasa—M. Capua—A. Carbone—R. Cardarelli—J. C. J. Cardenas—F. Cardillo—T. Carli—G. Carlino—B. T. Carlson—E. M. Carlson—L. Carminati—M. Carnesale—S. Caron—E. Carquin—S. Carrá—G. Carratta—J. W. S. Carter—T. M. Carter—D. Casadei—M. P. Casado—A. F. Casha—E. G. Castiglia—F. L. Castillo—L. Castillo Garcia—V. Castillo Gimenez—N. F. Castro—A. Catinaccio—J. R. Catmore—V. Cavaliere—N. Cavalli—V. Cavasinni—E. Celebi—F. Celli—M. S. Centonze—K. Cerny—A. S. Cerqueira—A. Cerri—L. Cerrito—F. Cerutti—A. Cervelli—S. A. Cetin—Z. Chadi—D. Chakraborty—M. Chala—J. Chan—W. S. Chan—W. Y. Chan—J. D. Chapman—B. Chargeishvili—D. G. Charlton—T. P. Charman—M. Chatterjee—S. Chekanov—S. V. Chekulaev—G. A. Chelkov—A. Chen—B. Chen—B. Chen—C. Chen—H. Chen—H. Chen—J. Chen—J. Chen—S. Chen—S. J. Chen—X. Chen—X. Chen—Y. Chen—C. L. Cheng—H. C. Cheng—A. Cheplakov—E. Cheremushkina—E. Cherepanova—R. Cherkaoui El Moursli—E. Cheu—K. Cheung—L. Chevalier—V. Chiarella—G. Chiarelli—G. Chiodini—A. S. Chisholm—A. Chitan—Y. H. Chiu—M. V. Chizhov—K. Choi—A. R. Chomont—Y. Chou—E. Y. S. Chow—T. Chowdhury—L. D. Christopher—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—B. M. Ciungu—A. Clark—P. J. Clark—J. M. Clavijo Columbie—S. E. Clawson—C. Clement—L. Clissa—Y. Coadou—M. Cobal—A. Coccaro—R. F. Coelho Barrue—R. Coelho Lopes De Sa—S. Coelli—H. Cohen—A. E. C. Coimbra—B. Cole—J. Collot—P. Conde Muiño—S. H. Connell—I. A. Connelly—E. I. Conroy—F. Conventi—H. G. Cooke—A. M. Cooper-Sarkar—F. Cormier—L. D. Corpe—M. Corradi—E. E. Corrigan—F. Corriveau—M. J. Costa—F. Costanza—D. Costanzo—B. M. Cote—G. Cowan—J. W. Cowley—K. Cranmer—S. Crépé-Renaudin—F. Crescioli—M. Cristinziani—M. Cristoforetti—V. Croft—G. Crosetti—A. Cueto—T. Cuhadar Donszelmann—H. Cui—Z. Cui—A. R. Cukierman—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—C. Dallapiccola—M. Dam—G. D’amen—V. D’Amico—J. Damp—J. R. Dandoy—M. F. Daneri—M. Danninger—V. Dao—G. Darbo—S. Darmora—A. Dattagupta—S. D’Auria—C. David—T. Davidek—D. R. Davis—B. Davis-Purcell—I. Dawson—K. De—R. De Asmundis—M. De Beurs—S. De Castro—N. De Groot—P. de Jong—H. De la Torre—A. De Maria—A. De Salvo—U. De Sanctis—M. De Santis—A. De Santo—J. B. De Vivie De Regie—D. V. Dedovich—J. Degens—A. M. Deiana—J. Del Peso—F. Del Rio—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—K. Dette—C. Deutsch—P. O. Deviveiros—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—C. Diaconu—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—W. Ding—J. Dingfelder—I-M. Dinu—S. J. Dittmeier—F. Dittus—F. Djama—T. Djobava—J. I. Djuvsland—D. Dodsworth—C. Doglioni—J. Dolejsi—Z. Dolezal—M. Donadelli—B. Dong—J. Donini—A. D’Onofrio—M. D’Onofrio—J. Dopke—A. Doria—M. T. Dova—A. T. Doyle—E. Drechsler—E. Dreyer—A. S. Drobac—D. Du—T. A. du Pree—F. Dubinin—M. Dubovsky—E. Duchovni—G. Duckeck—O. A. Ducu—D. Duda—A. Dudarev—M. D’uffizi—L. Duflot—M. Dührssen—C. Dülsen—A. E. Dumitriu—M. Dunford—S. Dungs—K. Dunne—A. Duperrin—H. Duran Yildiz—M. Düren—A. Durglishvili—B. Dutta—B. L. Dwyer—G. I. Dyckes—M. Dyndal—S. Dysch—B. S. Dziedzic—B. Eckerova—M. G. Eggleston—E. Egidio Purcino De Souza—L. F. Ehrke—G. Eigen—K. Einsweiler—T. Ekelof—Y. El Ghazali—H. El Jarrari—A. El Moussaouy—V. Ellajosyula—M. Ellert—F. Ellinghaus—A. A. Elliot—N. Ellis—J. Elmsheuser—M. Elsing—D. Emeliyanov—A. Emerman—Y. Enari—I. Ene—J. Erdmann—A. Ereditato—P. A. Erland—M. Errenst—M. Escalier—C. Escobar—E. Etzion—G. Evans—H. Evans—M. O. Evans—A. Ezhilov—S. Ezzarqtouni—F. Fabbri—L. Fabbri—G. Facini—V. Fadeyev—R. M. Fakhrutdinov—S. Falciano—P. J. Falke—S. Falke—J. Faltova—Y. Fan—Y. Fang—G. Fanourakis—M. Fanti—M. Faraj—A. Farbin—A. Farilla—T. Farooque—S. M. Farrington—F. Fassi—D. Fassouliotis—M. Faucci Giannelli—W. J. Fawcett—L. Fayard—O. L. Fedin—G. Fedotov—M. Feickert—L. Feligioni—A. Fell—D. E. Fellers—C. Feng—M. Feng—M. J. Fenton—A. B. Fenyuk—S. W. Ferguson—J. Ferrando—A. Ferrari—P. Ferrari—R. Ferrari—D. Ferrere—C. Ferretti—F. Fiedler—A. Filipčič—E. K. Filmer—F. Filthaut—M. C. N. Fiolhais—L. Fiorini—F. Fischer—W. C. Fisher—T. Fitschen—I. Fleck—P. Fleischmann—T. Flick—L. Flores—M. Flores—L. R. Flores Castillo—F. M. Follega—N. Fomin—J. H. Foo—B. C. Forland—A. Formica—A. C. Forti—E. Fortin—A. W. Fortman—M. G. Foti—L. Fountas—D. Fournier—H. Fox—P. Francavilla—S. Francescato—M. Franchini—S. Franchino—D. Francis—L. Franco—L. Franconi—M. Franklin—G. Frattari—A. C. Freegard—P. M. Freeman—W. S. Freund—E. M. Freundlich—D. Froidevaux—J. A. Frost—Y. Fu—M. Fujimoto—E. Fullana Torregrosa—J. Fuster—A. Gabrielli—A. Gabrielli—P. Gadow—G. Gagliardi—L. G. Gagnon—G. E. Gallardo—E. J. Gallas—B. J. Gallop—R. Gamboa Goni—K. K. Gan—S. Ganguly—J. Gao—Y. Gao—F. M. Garay Walls—B. Garcia—C. García—J. E. García Navarro—J. A. García Pascual—M. Garcia-Sciveres—R. W. Gardner—D. Garg—R. B. Garg—S. Gargiulo—C. A. Garner—V. Garonne—S. J. Gasiorowski—P. Gaspar—G. Gaudio—P. Gauzzi—I. L. Gavrilenko—A. Gavrilyuk—C. Gay—G. Gaycken—E. N. Gazis—A. A. Geanta—C. M. Gee—J. Geisen—M. Geisen—C. Gemme—M. H. Genest—S. Gentile—S. George—W. F. George—T. Geralis—L. O. Gerlach—P. Gessinger-Befurt—M. Ghasemi Bostanabad—M. Ghneimat—A. Ghosal—A. Ghosh—A. Ghosh—B. Giacobbe—S. Giagu—N. Giangiacomi—P. Giannetti—A. Giannini—S. M. Gibson—M. Gignac—B. J. Gilbert—D. Gillberg—G. Gilles—N. E. K. Gillwald—L. Ginabat—D. M. Gingrich—M. P. Giordani—P. F. Giraud—G. Giugliarelli—D. Giugni—F. Giuli—I. Gkialas—P. Gkountoumis—L. K. Gladilin—C. Glasman—G. R. Gledhill—M. Glisic—I. Gnesi—Y. Go—M. Goblirsch-Kolb—D. Godin—S. Goldfarb—T. Golling—M. G. D. Gololo—D. Golubkov—J. P. Gombas—A. Gomes—A. J. Gomez Delegido—R. Goncalves Gama—R. Gonçalo—G. Gonella—L. Gonella—A. Gongadze—F. Gonnella—J. L. Gonski—R. Y. González Andana—S. González de la Hoz—S. Gonzalez Fernandez—R. Gonzalez Lopez—C. Gonzalez Renteria—R. Gonzalez Suarez—S. Gonzalez-Sevilla—G. R. Gonzalvo Rodriguez—L. Goossens—N. A. Gorasia—P. A. Gorbounov—B. Gorini—E. Gorini—A. Gorišek—A. T. Goshaw—M. I. Gostkin—C. A. Gottardo—M. Gouighri—V. Goumarre—A. G. Goussiou—N. Govender—C. Goy—I. Grabowska-Bold—K. Graham—E. Gramstad—S. Grancagnolo—M. Grandi—V. Gratchev—P. M. Gravila—F. G. Gravili—H. M. Gray—C. Grefe—I. M. Gregor—P. Grenier—K. Grevtsov—C. Grieco—A. A. Grillo—K. Grimm—S. Grinstein—J.-F. Grivaz—S. Groh—E. Gross—J. Grosse-Knetter—C. Grud—A. Grummer—J. C. Grundy—L. Guan—W. Guan—C. Gubbels—J. G. R. Guerrero Rojas—F. Guescini—R. Gugel—A. Guida—T. Guillemin—S. Guindon—F. Guo—J. Guo—L. Guo—Y. Guo—R. Gupta—S. Gurbuz—G. Gustavino—M. Guth—P. Gutierrez—L. F. Gutierrez Zagazeta—C. Gutschow—C. Guyot—C. Gwenlan—C. B. Gwilliam—E. S. Haaland—A. Haas—M. Habedank—C. Haber—H. K. Hadavand—A. Hadef—S. Hadzic—M. Haleem—J. Haley—J. J. Hall—G. D. Hallewell—L. Halser—K. Hamano—H. Hamdaoui—M. Hamer—G. N. Hamity—J. Han—K. Han—L. Han—L. Han—S. Han—Y. F. Han—K. Hanagaki—M. Hance—D. A. Hangal—M. D. Hank—R. Hankache—E. Hansen—J. B. Hansen—J. D. Hansen—P. H. Hansen—K. Hara—D. Harada—T. Harenberg—S. Harkusha—Y. T. Harris—P. F. Harrison—N. M. Hartman—N. M. Hartmann—Y. Hasegawa—A. Hasib—S. Haug—R. Hauser—M. Havranek—C. M. Hawkes—R. J. Hawkings—S. Hayashida—D. Hayden—C. Hayes—R. L. Hayes—C. P. Hays—J. M. Hays—H. S. Hayward—F. He—Y. He—Y. He—M. P. Heath—V. Hedberg—A. L. Heggelund—N. D. Hehir—C. Heidegger—K. K. Heidegger—W. D. Heidorn—J. Heilman—S. Heim—T. Heim—B. Heinemann—J. G. Heinlein—J. J. Heinrich—L. Heinrich—J. Hejbal—L. Helary—A. Held—S. Hellesund—C. M. Helling—S. Hellman—C. Helsens—R. C. W. Henderson—L. Henkelmann—A. M. Henriques Correia—H. Herde—Y. Hernández Jiménez—H. Herr—M. G. Herrmann—T. Herrmann—G. Herten—R. Hertenberger—L. Hervas—N. P. Hessey—H. Hibi—E. Higón-Rodriguez—S. J. Hillier—I. Hinchliffe—F. Hinterkeuser—M. Hirose—S. Hirose—D. Hirschbuehl—B. Hiti—O. Hladik—J. Hobbs—R. Hobincu—N. Hod—M. C. Hodgkinson—B. H. Hodkinson—A. Hoecker—J. Hofer—D. Hohn—T. Holm—M. Holzbock—L. B. A. H. Hommels—B. P. Honan—J. Hong—T. M. Hong—Y. Hong—J. C. Honig—A. Hönle—B. H. Hooberman—W. H. Hopkins—Y. Horii—L. A. Horyn—S. Hou—J. Howarth—J. Hoya—M. Hrabovsky—A. Hrynevich—T. Hryn’ova—P. J. Hsu—S.-C. Hsu—Q. Hu—S. Hu—Y. F. Hu—D. P. Huang—X. Huang—Y. Huang—Y. Huang—Z. Hubacek—M. Huebner—F. Huegging—T. B. Huffman—M. Huhtinen—S. K. Huiberts—R. Hulsken—N. Huseynov—J. Huston—J. Huth—R. Hyneman—S. Hyrych—G. Iacobucci—G. Iakovidis—I. Ibragimov—L. Iconomidou-Fayard—P. Iengo—R. Iguchi—T. Iizawa—Y. Ikegami—A. Ilg—N. Ilic—H. Imam—T. Ingebretsen Carlson—G. Introzzi—M. Iodice—V. Ippolito—M. Ishino—W. Islam—C. Issever—S. Istin—H. Ito—J. M. Iturbe Ponce—R. Iuppa—A. Ivina—J. M. Izen—V. Izzo—P. Jacka—P. Jackson—R. M. Jacobs—B. P. Jaeger—C. S. Jagfeld—G. Jäkel—K. Jakobs—T. Jakoubek—J. Jamieson—K. W. Janas—G. Jarlskog—A. E. Jaspan—T. Javůrek—M. Javurkova—F. Jeanneau—L. Jeanty—J. Jejelava—P. Jenni—S. Jézéquel—J. Jia—X. Jia—Z. Jia—Y. Jiang—S. Jiggins—J. Jimenez Pena—S. Jin—A. Jinaru—O. Jinnouchi—H. Jivan—P. Johansson—K. A. Johns—C. A. Johnson—D. M. Jones—E. Jones—R. W. L. Jones—T. J. Jones—J. Jovicevic—X. Ju—J. J. Junggeburth—A. Juste Rozas—S. Kabana—A. Kaczmarska—M. Kado—H. Kagan—M. Kagan—A. Kahn—A. Kahn—C. Kahra—T. Kaji—E. Kajomovitz—N. Kakati—C. W. Kalderon—A. Kamenshchikov—N. J. Kang—Y. Kano—D. Kar—K. Karava—M. J. Kareem—E. Karentzos—I. Karkanias—S. N. Karpov—Z. M. Karpova—V. Kartvelishvili—A. N. Karyukhin—E. Kasimi—C. Kato—J. Katzy—S. Kaur—K. Kawade—K. Kawagoe—T. Kawaguchi—T. Kawamoto—G. Kawamura—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—D. Kelsey—J. J. Kempster—J. Kendrick—K. E. Kennedy—O. Kepka—B. P. Kerridge—S. Kersten—B. P. Kerševan—S. Ketabchi Haghighat—M. Khandoga—A. Khanov—A. G. Kharlamov—T. Kharlamova—E. E. Khoda—T. J. Khoo—G. Khoriauli—J. Khubua—M. Kiehn—A. Kilgallon—E. Kim—Y. K. Kim—N. Kimura—A. Kirchhoff—D. Kirchmeier—C. Kirfel—J. Kirk—A. E. Kiryunin—T. Kishimoto—D. P. Kisliuk—C. Kitsaki—O. Kivernyk—M. Klassen—C. Klein—L. Klein—M. H. Klein—M. Klein—U. Klein—P. Klimek—A. Klimentov—F. Klimpel—T. Klingl—T. Klioutchnikova—F. F. Klitzner—P. Kluit—S. Kluth—E. Kneringer—T. M. Knight—A. Knue—D. Kobayashi—R. Kobayashi—M. Kocian—T. Kodama—P. Kodyš—D. M. Koeck—P. T. Koenig—T. Koffas—N. M. Köhler—M. Kolb—I. Koletsou—T. Komarek—K. Köneke—A. X. Y. Kong—T. Kono—N. Konstantinidis—B. Konya—R. Kopeliansky—S. Koperny—K. Korcyl—K. Kordas—G. Koren—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. A. Kremer—J. Kretzschmar—K. Kreul—P. Krieger—F. Krieter—S. Krishnamurthy—A. Krishnan—M. Krivos—K. Krizka—K. Kroeninger—H. Kroha—J. Kroll—J. Kroll—K. S. Krowpman—U. Kruchonak—H. Krüger—N. Krumnack—M. C. Kruse—J. A. Krzysiak—A. Kubota—O. Kuchinskaia—S. Kuday—D. Kuechler—J. T. Kuechler—S. Kuehn—T. Kuhl—V. Kukhtin—Y. Kulchitsky—S. Kuleshov—M. Kumar—N. Kumari—M. Kuna—A. Kupco—T. Kupfer—O. Kuprash—H. Kurashige—L. L. Kurchaninov—Y. A. Kurochkin—A. Kurova—E. S. Kuwertz—M. Kuze—A. K. Kvam—J. Kvita—T. Kwan—K. W. Kwok—C. Lacasta—F. Lacava—H. Lacker—D. Lacour—N. N. Lad—E. Ladygin—B. Laforge—T. Lagouri—S. Lai—I. K. Lakomiec—N. Lalloue—J. E. Lambert—S. Lammers—W. Lampl—C. Lampoudis—E. Lançon—U. Landgraf—M. P. J. Landon—V. S. Lang—J. C. Lange—R. J. Langenberg—A. J. Lankford—F. Lanni—K. Lantzsch—A. Lanza—A. Lapertosa—J. F. Laporte—T. Lari—F. Lasagni Manghi—M. Lassnig—V. Latonova—T. S. Lau—A. Laudrain—A. Laurier—M. Lavorgna—S. D. Lawlor—Z. Lawrence—M. Lazzaroni—B. Le—B. Leban—A. Lebedev—M. LeBlanc—T. LeCompte—F. Ledroit-Guillon—A. C. A. Lee—G. R. Lee—L. Lee—S. C. Lee—L. L. Leeuw—B. Lefebvre—H. P. Lefebvre—M. Lefebvre—C. Leggett—K. Lehmann—G. Lehmann Miotto—W. A. Leight—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—D. Levin—L. J. Levinson—D. J. Lewis—B. Li—B. Li—C. Li—C-Q. Li—H. Li—H. Li—H. Li—J. Li—K. Li—L. Li—M. Li—Q. Y. Li—S. Li—T. Li—X. Li—Z. Li—Z. Li—Z. Li—Z. Li—Z. Liang—M. Liberatore—B. Liberti—K. Lie—J. Lieber Marin—K. Lin—R. A. Linck—R. E. Lindley—J. H. Lindon—A. Linss—E. Lipeles—A. Lipniacka—T. M. Liss—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—Y. Liu—Y. Liu—Y. L. Liu—Y. W. Liu—M. Livan—J. Llorente Merino—S. L. Lloyd—E. M. Lobodzinska—P. Loch—S. Loffredo—T. Lohse—K. Lohwasser—M. Lokajicek—J. D. Long—I. Longarini—L. Longo—R. Longo—I. Lopez Paz—A. Lopez Solis—J. Lorenz—N. Lorenzo Martinez—A. M. Lory—A. Lösle—X. Lou—X. Lou—A. Lounis—G. C. Louppe—J. Love—P. A. Love—J. J. Lozano Bahilo—G. Lu—M. Lu—S. Lu—Y. J. Lu—H. J. Lubatti—C. Luci—F. L. Lucio Alves—A. Lucotte—F. Luehring—I. Luise—O. Lukianchuk—O. Lundberg—B. Lund-Jensen—N. A. Luongo—M. S. Lutz—D. Lynn—H. Lyons—R. Lysak—E. Lytken—F. Lyu—V. Lyubushkin—T. Lyubushkina—H. Ma—L. L. Ma—Y. Ma—D. M. Mac Donell—G. Maccarrone—J. C. MacDonald—R. Madar—W. F. Mader—J. Maeda—T. Maeno—M. Maerker—V. Magerl—J. Magro—D. J. Mahon—C. Maidantchik—A. Maio—K. Maj—O. Majersky—S. Majewski—N. Makovec—V. Maksimovic—B. Malaescu—Pa. Malecki—V. P. Maleev—F. Malek—D. Malito—U. Mallik—C. Malone—S. Maltezos—S. Malyukov—J. Mamuzic—G. Mancini—J. P. Mandalia—I. Mandić—L. Manhaes de Andrade Filho—I. M. Maniatis—M. Manisha—J. Manjarres Ramos—D. C. Mankad—K. H. Mankinen—A. Mann—A. Manousos—B. Mansoulie—S. Manzoni—A. Marantis—G. Marchiori—M. Marcisovsky—L. Marcoccia—C. Marcon—M. Marinescu—M. Marjanovic—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—S. R. Maschek—L. Masetti—T. Mashimo—J. Masik—A. L. Maslennikov—L. Massa—P. Massarotti—P. Mastrandrea—A. Mastroberardino—T. Masubuchi—T. Mathisen—A. Matic—N. Matsuzawa—J. Maurer—B. Maček—D. A. Maximov—R. Mazini—I. Maznas—M. Mazza—S. M. Mazza—C. Mc Ginn—J. P. Mc Gowan—S. P. Mc Kee—T. G. McCarthy—W. P. McCormack—E. F. McDonald—A. E. McDougall—J. A. Mcfayden—G. Mchedlidze—M. A. McKay—R. P. Mckenzie—D. J. Mclaughlin—K. D. McLean—S. J. McMahon—P. C. McNamara—R. A. McPherson—J. E. Mdhluli—S. Meehan—T. Megy—S. Mehlhase—A. Mehta—B. Meirose—D. Melini—B. R. Mellado Garcia—A. H. Melo—F. Meloni—A. Melzer—E. D. Mendes Gouveia—A. M. Mendes Jacques Da Costa—H. Y. Meng—L. Meng—S. Menke—M. Mentink—E. Meoni—C. Merlassino—L. Merola—C. Meroni—G. Merz—O. Meshkov—J. K. R. Meshreki—J. Metcalfe—A. S. Mete—C. Meyer—J-P. Meyer—M. Michetti—R. P. Middleton—L. Mijović—G. Mikenberg—M. Mikestikova—M. Mikuž—H. Mildner—A. Milic—C. D. Milke—D. W. Miller—L. S. Miller—A. Milov—D. A. Milstead—T. Min—A. A. Minaenko—I. A. Minashvili—L. Mince—A. I. Mincer—B. Mindur—M. Mineev—Y. Minegishi—Y. Mino—L. M. Mir—M. Miralles Lopez—M. Mironova—T. Mitani—A. Mitra—V. A. Mitsou—O. Miu—P. S. Miyagawa—Y. Miyazaki—A. Mizukami—J. U. Mjörnmark—T. Mkrtchyan—M. Mlynarikova—T. Moa—S. Mobius—K. Mochizuki—P. Moder—P. Mogg—A. F. Mohammed—S. Mohapatra—G. Mokgatitswane—B. Mondal—S. Mondal—K. Mönig—E. Monnier—L. Monsonis Romero—J. Montejo Berlingen—M. Montella—F. Monticelli—N. Morange—A. L. Moreira De Carvalho—M. Moreno Llácer—C. Moreno Martinez—P. Morettini—S. Morgenstern—D. Mori—M. Morii—M. Morinaga—V. Morisbak—A. K. Morley—L. Morvaj—P. Moschovakos—B. Moser—M. Mosidze—T. Moskalets—P. Moskvitina—J. Moss—E. J. W. Moyse—S. Muanza—J. Mueller—D. Muenstermann—R. Müller—G. A. Mullier—J. J. Mullin—D. P. Mungo—J. L. Munoz Martinez—F. J. Munoz Sanchez—M. Murin—W. J. Murray—A. Murrone—J. M. Muse—M. Muškinja—C. Mwewa—A. G. Myagkov—A. J. Myers—A. A. Myers—G. Myers—M. Myska—B. P. Nachman—O. Nackenhorst—A. Nag—K. Nagai—K. Nagano—J. L. Nagle—E. Nagy—A. M. Nairz—Y. Nakahama—K. Nakamura—H. Nanjo—R. Narayan—E. A. Narayanan—I. Naryshkin—M. Naseri—C. Nass—G. Navarro—J. Navarro-Gonzalez—R. Nayak—P. Y. Nechaeva—F. Nechansky—T. J. Neep—A. Negri—M. Negrini—C. Nellist—C. Nelson—K. Nelson—S. Nemecek—M. Nessi—M. S. Neubauer—F. Neuhaus—J. Neundorf—R. Newhouse—P. R. Newman—C. W. Ng—Y. S. Ng—Y. W. Y. Ng—B. Ngair—H. D. N. Nguyen—R. B. Nickerson—R. Nicolaidou—D. S. Nielsen—J. Nielsen—M. Niemeyer—N. Nikiforou—V. Nikolaenko—I. Nikolic-Audit—K. Nikolopoulos—P. Nilsson—H. R. Nindhito—A. Nisati—N. Nishu—R. Nisius—S. J. Noacco Rosende—T. Nobe—D. L. Noel—Y. Noguchi—I. Nomidis—M. A. Nomura—M. B. Norfolk—R. R. B. Norisam—J. Novak—T. Novak—O. Novgorodova—L. Novotny—R. Novotny—L. Nozka—K. Ntekas—E. Nurse—F. G. Oakham—J. Ocariz—A. Ochi—I. Ochoa—J. P. Ochoa-Ricoux—S. Oda—S. Oerdek—A. Ogrodnik—A. Oh—C. C. Ohm—H. Oide—R. Oishi—M. L. Ojeda—Y. Okazaki—M. W. O’Keefe—Y. Okumura—A. Olariu—L. F. Oleiro Seabra—S. A. Olivares Pino—D. Oliveira Damazio—D. Oliveira Goncalves—J. L. Oliver—M. J. R. Olsson—A. Olszewski—J. Olszowska—Ö. O. Öncel—D. C. O’Neil—A. P. O’Neill—A. Onofre—P. U. E. Onyisi—R. G. Oreamuno Madriz—M. J. Oreglia—G. E. Orellana—D. Orestano—N. Orlando—R. S. Orr—V. O’Shea—R. Ospanov—G. Otero y Garzon—H. Otono—P. S. Ott—G. J. Ottino—M. Ouchrif—J. Ouellette—F. Ould-Saada—M. Owen—R. E. Owen—K. Y. Oyulmaz—V. E. Ozcan—N. Ozturk—S. Ozturk—J. Pacalt—H. A. Pacey—A. Pacheco Pages—C. Padilla Aranda—S. Pagan Griso—G. Palacino—S. Palazzo—S. Palestini—J. Pan—D. K. Panchal—C. E. Pandini—J. G. Panduro Vazquez—P. Pani—G. Panizzo—L. Paolozzi—C. Papadatos—S. Parajuli—A. Paramonov—C. Paraskevopoulos—D. Paredes Hernandez—B. Parida—T. H. Park—A. J. Parker—M. A. Parker—F. Parodi—E. W. Parrish—V. A. Parrish—J. A. Parsons—U. Parzefall—B. Pascual Dias—L. Pascual Dominguez—V. R. Pascuzzi—F. Pasquali—E. Pasqualucci—S. Passaggio—F. Pastore—P. Pasuwan—J. R. Pater—A. Pathak—J. Patton—T. Pauly—J. Pearkes—M. Pedersen—R. Pedro—S. V. Peleganchuk—O. Penc—C. Peng—H. Peng—M. Penzin—B. S. Peralva—A. P. Pereira Peixoto—L. Pereira Sanchez—D. V. Perepelitsa—E. Perez Codina—M. Perganti—L. Perini—H. Pernegger—A. Perrevoort—O. Perrin—K. Peters—R. F. Y. Peters—B. A. Petersen—T. C. Petersen—E. Petit—V. Petousis—C. Petridou—A. Petrukhin—M. Pettee—N. E. Pettersson—K. Petukhova—A. Peyaud—R. Pezoa—L. Pezzotti—G. Pezzullo—T. Pham—P. W. Phillips—M. W. Phipps—G. Piacquadio—E. Pianori—F. Piazza—R. Piegaia—D. Pietreanu—A. D. Pilkington—M. Pinamonti—J. L. Pinfold—C. Pitman Donaldson—D. A. Pizzi—L. Pizzimento—A. Pizzini—M.-A. Pleier—V. Plesanovs—V. Pleskot—E. Plotnikova—G. Poddar—R. Poettgen—R. Poggi—L. Poggioli—I. Pogrebnyak—D. Pohl—I. Pokharel—S. Polacek—G. Polesello—A. Poley—R. Polifka—A. Polini—C. S. Pollard—Z. B. Pollock—V. Polychronakos—D. Ponomarenko—L. Pontecorvo—S. Popa—G. A. Popeneciu—D. M. Portillo Quintero—S. Pospisil—P. Postolache—K. Potamianos—I. N. Potrap—C. J. Potter—H. Potti—T. Poulsen—J. Poveda—G. Pownall—M. E. Pozo Astigarraga—A. Prades Ibanez—P. Pralavorio—M. M. Prapa—J. Pretel—D. Price—M. Primavera—M. A. Principe Martin—M. L. Proffitt—N. Proklova—K. Prokofiev—G. Proto—S. Protopopescu—J. Proudfoot—M. Przybycien—D. Pudzha—P. Puzo—D. Pyatiizbyantseva—J. Qian—Y. Qin—T. Qiu—A. Quadt—M. Queitsch-Maitland—G. Rabanal Bolanos—D. Rafanoharana—F. Ragusa—J. A. Raine—S. Rajagopalan—K. Ran—V. Raskina—D. F. Rassloff—S. Rave—B. Ravina—I. Ravinovich—M. Raymond—A. L. Read—N. P. Readioff—D. M. Rebuzzi—G. Redlinger—K. Reeves—D. Reikher—A. Reiss—A. Rej—C. Rembser—A. Renardi—M. Renda—M. B. Rendel—A. G. Rennie—S. Resconi—M. Ressegotti—E. D. Resseguie—S. Rettie—B. Reynolds—E. Reynolds—M. Rezaei Estabragh—O. L. Rezanova—P. Reznicek—E. Ricci—R. Richter—S. Richter—M. Ridel—P. Rieck—P. Riedler—M. Rijssenbeek—A. Rimoldi—M. Rimoldi—L. Rinaldi—T. T. Rinn—M. P. Rinnagel—G. Ripellino—I. Riu—P. Rivadeneira—J. C. Rivera Vergara—F. Rizatdinova—E. Rizvi—C. Rizzi—B. A. Roberts—B. R. Roberts—S. H. Robertson—M. Robin—D. Robinson—C. M. Robles Gajardo—M. Robles Manzano—A. Robson—A. Rocchi—C. Roda—S. Rodriguez Bosca—Y. Rodriguez Garcia—A. Rodriguez Rodriguez—A. M. Rodríguez Vera—S. Roe—J. T. Roemer—A. R. Roepe-Gier—J. Roggel—O. Røhne—R. A. Rojas—B. Roland—C. P. A. Roland—J. Roloff—A. Romaniouk—M. Romano—A. C. Romero Hernandez—N. Rompotis—M. Ronzani—L. Roos—S. Rosati—B. J. Rosser—E. Rossi—E. Rossi—L. P. Rossi—L. Rossini—R. Rosten—M. Rotaru—B. Rottler—D. Rousseau—D. Rousso—G. Rovelli—A. Roy—A. Rozanov—Y. Rozen—X. Ruan—A. J. Ruby—T. A. Ruggeri—F. Rühr—A. Ruiz-Martinez—A. Rummler—Z. Rurikova—N. A. Rusakovich—H. L. Russell—L. Rustige—J. P. Rutherfoord—E. M. Rüttinger—K. Rybacki—M. Rybar—E. B. Rye—A. Ryzhov—J. A. Sabater Iglesias—P. Sabatini—L. Sabetta—H.F-W. Sadrozinski—F. Safai Tehrani—B. Safarzadeh Samani—M. Safdari—S. Saha—M. Sahinsoy—A. Sahu—M. Saimpert—M. Saito—T. Saito—D. Salamani—G. Salamanna—A. Salnikov—J. Salt—A. Salvador Salas—D. Salvatore—F. Salvatore—A. Salzburger—D. Sammel—D. Sampsonidis—D. Sampsonidou—J. Sánchez—A. Sanchez Pineda—V. Sanchez Sebastian—H. Sandaker—C. O. Sander—I. G. Sanderswood—J. A. Sandesara—M. Sandhoff—C. Sandoval—D. P. C. Sankey—A. Sansoni—C. Santoni—H. Santos—S. N. Santpur—A. Santra—K. A. Saoucha—J. G. Saraiva—J. Sardain—O. Sasaki—K. Sato—C. Sauer—F. Sauerburger—E. Sauvan—P. Savard—R. Sawada—C. Sawyer—L. Sawyer—I. Sayago Galvan—C. Sbarra—A. Sbrizzi—T. Scanlon—J. Schaarschmidt—P. Schacht—D. Schaefer—U. Schäfer—A. C. Schaffer—D. Schaile—R. D. Schamberger—E. Schanet—C. Scharf—N. Scharmberg—V. A. Schegelsky—D. Scheirich—F. Schenck—M. Schernau—C. Scheulen—C. Schiavi—Z. M. Schillaci—E. J. Schioppa—M. Schioppa—B. Schlag—K. E. Schleicher—S. Schlenker—K. Schmieden—C. Schmitt—S. Schmitt—L. Schoeffel—A. Schoening—P. G. Scholer—E. Schopf—M. Schott—J. Schovancova—S. Schramm—F. Schroeder—H-C. Schultz-Coulon—M. Schumacher—B. A. Schumm—Ph. Schune—A. Schwartzman—T. A. Schwarz—Ph. Schwemling—R. Schwienhorst—A. Sciandra—G. Sciolla—F. Scuri—F. Scutti—C. D. Sebastiani—K. Sedlaczek—P. Seema—S. C. Seidel—A. Seiden—B. D. Seidlitz—T. Seiss—C. Seitz—J. M. Seixas—G. Sekhniaidze—S. J. Sekula—L. Selem—N. Semprini-Cesari—S. Sen—V. Senthilkumar—L. Serin—L. Serkin—M. Sessa—H. Severini—S. Sevova—F. Sforza—A. Sfyrla—E. Shabalina—R. Shaheen—J. D. Shahinian—N. W. Shaikh—D. Shaked Renous—L. Y. Shan—M. Shapiro—A. Sharma—A. S. Sharma—S. Sharma—P. B. Shatalov—K. Shaw—S. M. Shaw—P. Sherwood—L. Shi—C. O. Shimmin—Y. Shimogama—J. D. Shinner—I. P. J. Shipsey—S. Shirabe—M. Shiyakova—J. Shlomi—M. J. Shochet—J. Shojaii—D. R. Shope—S. Shrestha—E. M. Shrif—M. J. Shroff—P. Sicho—A. M. Sickles—E. Sideras Haddad—O. Sidiropoulou—A. Sidoti—F. Siegert—Dj. Sijacki—F. Sili—J. M. Silva—M. V. Silva Oliveira—S. B. Silverstein—S. Simion—R. Simoniello—E. L. Simpson—N. D. Simpson—S. Simsek—S. Sindhu—P. Sinervo—V. Sinetckii—S. Singh—S. Singh—S. Sinha—S. Sinha—M. Sioli—I. Siral—S. Yu. Sivoklokov—J. Sjölin—A. Skaf—E. Skorda—P. Skubic—M. Slawinska—V. Smakhtin—B. H. Smart—J. Smiesko—S.Yu. Smirnov—Y. Smirnov—L. N. Smirnova—O. Smirnova—E. A. Smith—H. A. Smith—R. Smith—M. Smizanska—K. Smolek—A. Smykiewicz—A. A. Snesarev—H. L. Snoek—S. Snyder—R. Sobie—A. Soffer—C. A. Solans Sanchez—E.Yu. Soldatov—U. Soldevila—A. A. Solodkov—S. Solomon—A. Soloshenko—K. Solovieva—O. V. Solovyanov—V. Solovyev—P. Sommer—H. Son—A. Sonay—W. Y. Song—A. Sopczak—A. L. Sopio—F. Sopkova—V. Sothilingam—S. Sottocornola—R. Soualah—Z. Soumaimi—D. South—S. Spagnolo—M. Spalla—M. Spangenberg—F. Spanò—D. Sperlich—G. Spigo—M. Spina—S. Spinali—D. P. Spiteri—M. Spousta—E. J. Staats—A. Stabile—R. Stamen—M. Stamenkovic—A. Stampekis—M. Standke—E. Stanecka—B. Stanislaus—M. M. Stanitzki—M. Stankaityte—B. Stapf—E. A. Starchenko—G. H. Stark—J. Stark—D. M. Starko—P. Staroba—P. Starovoitov—S. Stärz—R. Staszewski—G. Stavropoulos—J. Steentoft—P. Steinberg—A. L. Steinhebel—B. Stelzer—H. J. Stelzer—O. Stelzer-Chilton—H. Stenzel—T. J. Stevenson—G. A. Stewart—M. C. Stockton—G. Stoicea—M. Stolarski—S. Stonjek—A. Straessner—J. Strandberg—S. Strandberg—M. Strauss—T. Strebler—P. Strizenec—R. Ströhmer—D. M. Strom—L. R. Strom—R. Stroynowski—A. Strubig—S. A. Stucci—B. Stugu—J. Stupak—N. A. Styles—D. Su—S. Su—W. Su—X. Su—K. Sugizaki—V. V. Sulin—M. J. Sullivan—D. M. S. Sultan—L. Sultanaliyeva—S. Sultansoy—T. Sumida—S. Sun—S. Sun—O. Sunneborn Gudnadottir—M. R. Sutton—M. Svatos—M. Swiatlowski—T. Swirski—I. Sykora—M. Sykora—T. Sykora—D. Ta—K. Tackmann—A. Taffard—R. Tafirout—J. S. Tafoya Vargas—R. H. M. Taibah—R. Takashima—K. Takeda—E. P. Takeva—Y. Takubo—M. Talby—A. A. Talyshev—K. C. Tam—N. M. Tamir—A. Tanaka—J. Tanaka—R. Tanaka—J. Tang—Z. Tao—S. Tapia Araya—S. Tapprogge—A. Tarek Abouelfadl Mohamed—S. Tarem—K. Tariq—G. Tarna—G. F. Tartarelli—P. Tas—M. Tasevsky—E. Tassi—G. Tateno—Y. Tayalati—G. N. Taylor—W. Taylor—H. Teagle—A. S. Tee—R. Teixeira De Lima—P. Teixeira-Dias—J. J. Teoh—K. Terashi—J. Terron—S. Terzo—M. Testa—R. J. Teuscher—N. Themistokleous—T. Theveneaux-Pelzer—O. Thielmann—D. W. Thomas—J. P. Thomas—E. A. Thompson—P. D. Thompson—E. Thomson—E. J. Thorpe—Y. Tian—V. Tikhomirov—Yu.A. Tikhonov—S. Timoshenko—E. X. L. Ting—P. Tipton—S. Tisserant—S. H. Tlou—A. Tnourji—K. Todome—S. Todorova-Nova—S. Todt—M. Togawa—J. Tojo—S. Tokár—K. Tokushuku—R. Tombs—M. Tomoto—L. Tompkins—P. Tornambe—E. Torrence—H. Torres—E. Torró Pastor—M. Toscani—C. Tosciri—D. R. Tovey—A. Traeet—I. S. Trandafir—C. J. Treado—T. Trefzger—A. Tricoli—I. M. Trigger—S. Trincaz-Duvoid—D. A. Trischuk—B. Trocmé—A. Trofymov—C. Troncon—F. Trovato—L. Truong—M. Trzebinski—A. Trzupek—F. Tsai—M. Tsai—A. Tsiamis—P. V. Tsiareshka—A. Tsirigotis—V. Tsiskaridze—E. G. Tskhadadze—M. Tsopoulou—Y. Tsujikawa—I. I. Tsukerman—V. Tsulaia—S. Tsuno—O. Tsur—D. Tsybychev—Y. Tu—A. Tudorache—V. Tudorache—A. N. Tuna—S. Turchikhin—I. Turk Cakir—R. Turra—P. M. Tuts—S. Tzamarias—P. Tzanis—E. Tzovara—K. Uchida—F. Ukegawa—P. A. Ulloa Poblete—G. Unal—M. Unal—A. Undrus—G. Unel—K. Uno—J. Urban—P. Urquijo—G. Usai—R. Ushioda—M. Usman—Z. Uysal—V. Vacek—B. Vachon—K. O. H. Vadla—T. Vafeiadis—C. Valderanis—E. Valdes Santurio—M. Valente—S. Valentinetti—A. Valero—A. Vallier—J. A. Valls Ferrer—T. R. Van Daalen—P. Van Gemmeren—S. Van Stroud—I. Van Vulpen—M. Vanadia—W. Vandelli—M. Vandenbroucke—E. R. Vandewall—D. Vannicola—L. Vannoli—R. Vari—E. W. Varnes—C. Varni—T. Varol—D. Varouchas—K. E. Varvell—M. E. Vasile—L. Vaslin—G. A. Vasquez—F. Vazeille—D. Vazquez Furelos—T. Vazquez Schroeder—J. Veatch—V. Vecchio—M. J. Veen—I. Veliscek—L. M. Veloce—F. Veloso—S. Veneziano—A. Ventura—A. Verbytskyi—M. Verducci—C. Vergis—M. Verissimo De Araujo—W. Verkerke—J. C. Vermeulen—C. Vernieri—P. J. Verschuuren—M. Vessella—M. L. Vesterbacka—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—C. Vittori—I. Vivarelli—V. Vladimirov—E. Voevodina—M. Vogel—P. Vokac—S. Voloshynovskiy—J. Von Ahnen—E. Von Toerne—B. Vormwald—V. Vorobel—K. Vorobev—M. Vos—J. H. Vossebeld—M. Vozak—L. Vozdecky—N. Vranjes—M. Vranjes Milosavljevic—V. Vrba—M. Vreeswijk—R. Vuillermet—O. Vujinovic—I. Vukotic—S. Wada—C. Wagner—W. Wagner—S. Wahdan—H. Wahlberg—R. Wakasa—M. Wakida—V. M. Walbrecht—J. Walder—R. Walker—W. Walkowiak—A. M. Wang—A. Z. Wang—C. Wang—C. Wang—H. Wang—J. Wang—P. Wang—R.-J. Wang—R. Wang—R. Wang—S. M. Wang—S. Wang—T. Wang—W. T. Wang—W. X. Wang—X. Wang—X. Wang—X. Wang—Y. Wang—Z. Wang—Z. Wang—Z. Wang—A. Warburton—R. J. Ward—N. Warrack—A. T. Watson—M. F. Watson—G. Watts—B. M. Waugh—A. F. Webb—C. Weber—M. S. Weber—S. A. Weber—S. M. Weber—C. Wei—Y. Wei—A. R. Weidberg—J. Weingarten—M. Weirich—C. Weiser—T. Wenaus—B. Wendland—T. Wengler—N. S. Wenke—N. Wermes—M. Wessels—K. Whalen—A. M. Wharton—A. S. White—A. White—M. J. White—D. Whiteson—L. Wickremasinghe—W. Wiedenmann—C. Wiel—M. Wielers—N. Wieseotte—C. Wiglesworth—L. A. M. Wiik-Fuchs—D. J. Wilbern—H. G. Wilkens—D. M. Williams—H. H. Williams—S. Williams—S. Willocq—P. J. Windischhofer—F. Winklmeier—B. T. Winter—M. Wittgen—M. Wobisch—A. Wolf—R. Wölker—J. Wollrath—M. W. Wolter—H. Wolters—V. W. S. Wong—A. F. Wongel—S. D. Worm—B. K. Wosiek—K. W. Woźniak—K. Wraight—J. 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—X. Xiao—M. Xie—X. Xie—I. Xiotidis—D. Xu—H. Xu—H. Xu—L. Xu—R. Xu—T. Xu—W. Xu—Y. Xu—Z. Xu—Z. Xu—B. Yabsley—S. Yacoob—N. Yamaguchi—Y. Yamaguchi—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—Z. Yang—W-M. Yao—Y. C. Yap—H. Ye—J. Ye—S. Ye—X. Ye—I. Yeletskikh—M. R. Yexley—P. Yin—K. Yorita—C. J. S. Young—C. Young—M. Yuan—R. Yuan—X. Yue—M. Zaazoua—B. Zabinski—G. Zacharis—E. Zaid—T. Zakareishvili—N. Zakharchuk—S. Zambito—J. Zang—D. Zanzi—O. Zaplatilek—S. V. Zeißner—C. Zeitnitz—J. C. Zeng—D. T. Zenger Jr—O. Zenin—T. Ženiš—S. Zenz—S. Zerradi—D. Zerwas—B. Zhang—D. F. Zhang—G. Zhang—J. Zhang—K. Zhang—L. Zhang—M. Zhang—R. Zhang—S. Zhang—T. Zhang—X. Zhang—X. Zhang—Z. Zhang—H. Zhao—P. Zhao—T. Zhao—Y. Zhao—Z. Zhao—A. Zhemchugov—Z. Zheng—D. Zhong—B. Zhou—C. Zhou—H. Zhou—N. Zhou—Y. Zhou—C. G. Zhu—C. Zhu—H. L. Zhu—H. Zhu—J. Zhu—Y. Zhu—X. Zhuang—K. Zhukov—V. Zhulanov—D. Zieminska—N. I. Zimine—S. Zimmermann—J. Zinsser—M. Ziolkowski—L. Živković—A. Zoccoli—K. Zoch—T. G. Zorbas—O. Zormpa—W. Zou—L. Zwalinski dc.description.number
1 dc.description.version
ostateczna wersja wydawcy dc.description.volume
8 dc.identifier.articleid
7 dc.identifier.doipl
10.1007/s41781-023-00106-9 dc.identifier.eissn
2510-2044 dc.identifier.uri
https://ruj.uj.edu.pl/handle/item/546034 dc.language
eng dc.language.container
eng dc.rights
Udzielam licencji. Uznanie autorstwa 4.0 Międzynarodowa dc.rights.licence
CC-BY dc.rights.uri
http://creativecommons.org/licenses/by/4.0/legalcode.pl dc.share.type
otwarte czasopismo dc.subtype
Article dc.title
Deep generative models for fast photon shower simulation in ATLAS dc.title.journal
Computing and Software for Big Science dc.type
JournalArticle dspace.entity.typeen
Publication Affiliations
Wydział Fizyki, Astronomii i Informatyki Stosowanej
Gil, Damian
Pałka, Marek
Richter-Wąs, Elżbieta
* The migration of download and view statistics prior to the date of April 8, 2024 is in progress.
Views
17
Views per month
Views per city
Krakow
6
Siedlce
1
Downloads
gil_palka_richter-was_et-al_deep_generative_models_for_fast_photon_2024.pdf
8
