The International School for Advanced Studies (SISSA) was founded in 1978 and was the first institution in Italy to promote post-graduate courses leading to a Doctor Philosophiae (or PhD) degree. A centre of excellence among Italian and international universities, the school has around 65 teachers, 100 post docs and 245 PhD students, and is located in Trieste, in a campus of more than 10 hectares with wonderful views over the Gulf of Trieste.
SISSA hosts a very high-ranking, large and multidisciplinary scientific research output. The scientific papers produced by its researchers are published in high impact factor, well-known international journals, and in many cases in the world's most prestigious scientific journals such as Nature and Science. Over 900 students have so far started their careers in the field of mathematics, physics and neuroscience research at SISSA.
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The following article is Open access
Identification of hadronic tau lepton decays using a deep neural network
A. Tumasyan1, W. Adam2, J.W. Andrejkovic2, T. Bergauer2, S. Chatterjee2, M. Dragicevic2, A. Escalante Del Valle2, R. Frühwirth2,217, M. Jeitler2,217, N. Krammer2, L. Lechner2, D. Liko2, I. Mikulec2, P. Paulitsch2, F.M. Pitters2, J. Schieck2,217, R. Schöfbeck2, D. Schwarz2, S. Templ2, W. Waltenberger2, C.-E. Wulz2,217, V. Chekhovsky3, A. Litomin3, V. Makarenko3, M.R. Darwish4,218, E.A. De Wolf4, T. Janssen4, T. Kello4,219, A. Lelek4, H. Rejeb Sfar4, P. Van Mechelen4, S. Van Putte4, N. Van Remortel4, F. Blekman5, E.S. Bols5, J. D'Hondt5, M. Delcourt5, H. El Faham5, S. Lowette5, S. Moortgat5, A. Morton5, D. Müller5, A.R. Sahasransu5, S. Tavernier5, W. Van Doninck5, P. Van Mulders5, D. Beghin6, B. Bilin6, B. Clerbaux6, G. De Lentdecker6, L. Favart6, A. Grebenyuk6, A.K. Kalsi6, K. Lee6, M. Mahdavikhorrami6, I. Makarenko6, L. Moureaux6, L. Pétré6, A. Popov6, N. Postiau6, E. Starling6, L. Thomas6, M. Vanden Bemden6, C. Vander Velde6, P. Vanlaer6, L. Wezenbeek6, T. Cornelis7, D. Dobur7, J. Knolle7, L. Lambrecht7, G. Mestdach7, M. Niedziela7, C. Roskas7, A. Samalan7, K. Skovpen7, M. Tytgat7, B. Vermassen7, M. Vit7, A. Benecke8, A. Bethani8, G. Bruno8, F. Bury8, C. Caputo8, P. David8, C. Delaere8, I.S. Donertas8, A. Giammanco8, K. Jaffel8, Sa. Jain8, V. Lemaitre8, K. Mondal8, J. Prisciandaro8, A. Taliercio8, M. Teklishyn8, T.T. Tran8, P. Vischia8, S. Wertz8, G.A. Alves9, C. Hensel9, A. Moraes9, W.L. Aldá Júnior10, M. Alves Gallo Pereira10, M. Barroso Ferreira Filho10, H. Brandao Malbouisson10, W. Carvalho10, J. Chinellato10,220, E.M. Da Costa10, G.G. Da Silveira10,221, D. De Jesus Damiao10, S. Fonseca De Souza10, D. Matos Figueiredo10, C. Mora Herrera10, K. Mota Amarilo10, L. Mundim10, H. Nogima10, P. Rebello Teles10, A. Santoro10, S.M. Silva Do Amaral10, A. Sznajder10, M. Thiel10, F. Torres Da Silva De Araujo10,222, A. Vilela Pereira10, C.A. Bernardes11,12,221, L. Calligaris11,12, T.R. Fernandez Perez Tomei11,12, E.M. Gregores11,12, D.S. Lemos11,12, P.G. Mercadante11,12, S.F. Novaes11,12, Sandra S. Padula11,12, A. Aleksandrov13, G. Antchev13, R. Hadjiiska13, P. Iaydjiev13, M. Misheva13, M. Rodozov13, M. Shopova13, G. Sultanov13, A. Dimitrov14, T. Ivanov14, L. Litov14, B. Pavlov14, P. Petkov14, A. Petrov14, T. Cheng15, T. Javaid15,223, M. Mittal15, L. Yuan15, M. Ahmad16, G. Bauer16, C. Dozen16,224, Z. Hu16, J. Martins16,225, Y. Wang16, K. Yi16,226,227, E. Chapon17, G.M. Chen17,223, H.S. Chen17,223, M. Chen17, F. Iemmi17, A. Kapoor17, D. Leggat17, H. Liao17, Z.-A. Liu17,223, V. Milosevic17, F. Monti17, R. Sharma17, J. Tao17, J. Thomas-Wilsker17, J. Wang17, H. Zhang17, J. Zhao17, A. Agapitos18, Y. An18, Y. Ban18, C. Chen18, A. Levin18, Q. Li18, X. Lyu18, Y. Mao18, S.J. Qian18, D. Wang18, Q. Wang18, J. Xiao18, M. Lu19, Z. You19, X. Gao20,219, H. Okawa20, Z. Lin21, M. Xiao21, C. Avila22, A. Cabrera22, C. Florez22, J. Fraga22, J. Mejia Guisao23, F. Ramirez23, J.D. Ruiz Alvarez23, C.A. Salazar González23, D. Giljanovic24, N. Godinovic24, D. Lelas24, I. Puljak24, Z. Antunovic25, M. Kovac25, T. Sculac25, V. Brigljevic26, D. Ferencek26, D. Majumder26, M. Roguljic26, A. Starodumov26,228, T. Susa26, A. Attikis27, K. Christoforou27, E. Erodotou27, A. Ioannou27, G. Kole27, M. Kolosova27, S. Konstantinou27, J. Mousa27, C. Nicolaou27, F. Ptochos27, P.A. Razis27, H. Rykaczewski27, H. Saka27, M. Finger28,229, M. Finger Jr.28,229, A. Kveton28, E. Ayala29, E. Carrera Jarrin30, A. Ellithi Kamel31,230, E. Salama31,231,232, A. Lotfy32, M.A. Mahmoud32, S. Bhowmik33, R.K. Dewanjee33, K. Ehataht33, M. Kadastik33, S. Nandan33, C. Nielsen33, J. Pata33, M. Raidal33, L. Tani33, C. Veelken33, P. Eerola34, L. Forthomme34, H. Kirschenmann34, K. Osterberg34, M. Voutilainen34, S. Bharthuar35, E. Brücken35, F. Garcia35, J. Havukainen35, M.S. Kim35, R. Kinnunen35, T. Lampén35, K. Lassila-Perini35, S. Lehti35, T. Lindén35, M. Lotti35, L. Martikainen35, M. Myllymäki35, J. Ott35, H. Siikonen35, E. Tuominen35, J. Tuominiemi35, P. Luukka36, H. Petrow36, T. Tuuva36, C. Amendola37, M. Besancon37, F. Couderc37, M. Dejardin37, D. Denegri37, J.L. Faure37, F. Ferri37, S. Ganjour37, A. Givernaud37, P. Gras37, G. Hamel de Monchenault37, P. Jarry37, B. Lenzi37, E. Locci37, J. Malcles37, J. Rander37, A. Rosowsky37, M.Ö. Sahin37, A. Savoy-Navarro37,233, M. Titov37, G.B. Yu37, S. Ahuja38, F. Beaudette38, M. Bonanomi38, A. Buchot Perraguin38, P. Busson38, A. Cappati38, C. Charlot38, O. Davignon38, B. Diab38, G. Falmagne38, S. Ghosh38, R. Granier de Cassagnac38, A. Hakimi38, I. Kucher38, J. Motta38, M. Nguyen38, C. Ochando38, P. Paganini38, J. Rembser38, R. Salerno38, U. Sarkar38, J.B. Sauvan38, Y. Sirois38, A. Tarabini38, A. Zabi38, A. Zghiche38, J.-L. Agram39,234, J. Andrea39, D. Apparu39, D. Bloch39, G. Bourgatte39, J.-M. Brom39, E.C. Chabert39, C. Collard39, D. Darej39, J.-C. Fontaine39,234, U. Goerlach39, C. Grimault39, A.-C. Le Bihan39, E. Nibigira39, P. Van Hove39, E. Asilar40, S. Beauceron40, C. Bernet40, G. Boudoul40, C. Camen40, A. Carle40, N. Chanon40, D. Contardo40, P. Depasse40, H. El Mamouni40, J. Fay40, S. Gascon40, M. Gouzevitch40, B. Ille40, I.B. Laktineh40, H. Lattaud40, A. Lesauvage40, M. Lethuillier40, L. Mirabito40, S. Perries40, K. Shchablo40, V. Sordini40, L. Torterotot40, G. Touquet40, M. Vander Donckt40, S. Viret40, G. Adamov41, I. Lomidze41, Z. Tsamalaidze41,229, V. Botta42, L. Feld42, K. Klein42, M. Lipinski42, D. Meuser42, A. Pauls42, N. Röwert42, J. Schulz42, M. Teroerde42, A. Dodonova43, D. Eliseev43, M. Erdmann43, P. Fackeldey43, B. Fischer43, S. Ghosh43, T. Hebbeker43, K. Hoepfner43, F. Ivone43, L. Mastrolorenzo43, M. Merschmeyer43, A. Meyer43, G. Mocellin43, S. Mondal43, S. Mukherjee43, D. Noll43, A. Novak43, T. Pook43, A. Pozdnyakov43, Y. Rath43, H. Reithler43, J. Roemer43, A. Schmidt43, S.C. Schuler43, A. Sharma43, L. Vigilante43, S. Wiedenbeck43, S. Zaleski43, C. Dziwok44, G. Flügge44, W. Haj Ahmad44,235, O. Hlushchenko44, T. Kress44, A. Nowack44, C. Pistone44, O. Pooth44, D. Roy44, H. Sert44, A. Stahl44,236, T. Ziemons44, A. Zotz44, H. Aarup Petersen45, M. Aldaya Martin45, P. Asmuss45, S. Baxter45, M. Bayatmakou45, O. Behnke45, A. Bermúdez Martínez45, S. Bhattacharya45, A.A. Bin Anuar45, K. Borras45,237, D. Brunner45, A. Campbell45, A. Cardini45, C. Cheng45, F. Colombina45, S. Consuegra Rodríguez45, G. Correia Silva45, V. Danilov45, M. De Silva45, L. Didukh45, G. Eckerlin45, D. Eckstein45, L.I. Estevez Banos45, O. Filatov45, E. Gallo45,238, A. Geiser45, A. Giraldi45, A. Grohsjean45, M. Guthoff45, A. Jafari45,239, N.Z. Jomhari45, H. Jung45, A. Kasem45,237, M. Kasemann45, H. Kaveh45, C. Kleinwort45, D. Krücker45, W. Lange45, T. Lenz45, J. Lidrych45, K. Lipka45, W. Lohmann45,240, R. Mankel45, I.-A. Melzer-Pellmann45, M. Mendizabal Morentin45, J. Metwally45, A.B. Meyer45, M. Meyer45, J. Mnich45, A. Mussgiller45, Y. Otarid45, D. Pérez Adán45, D. Pitzl45, A. Raspereza45, B. Ribeiro Lopes45, J. Rübenach45, A. Saggio45, A. Saibel45, M. Savitskyi45, M. Scham45,241, V. Scheurer45, P. Schütze45, C. Schwanenberger45,238, A. Singh45, R.E. Sosa Ricardo45, D. Stafford45, N. Tonon45, M. Van De Klundert45, R. Walsh45, D. Walter45, Y. Wen45, K. Wichmann45, L. Wiens45, C. Wissing45, S. Wuchterl45, R. Aggleton46, S. Albrecht46, S. Bein46, L. Benato46, P. Connor46, K. De Leo46, M. Eich46, F. Feindt46, A. Fröhlich46, C. Garbers46, E. Garutti46, P. Gunnellini46, M. Hajheidari46, J. Haller46, A. Hinzmann46, G. Kasieczka46, R. Klanner46, R. Kogler46, T. Kramer46, V. Kutzner46, J. Lange46, T. Lange46, A. Lobanov46, A. Malara46, A. Nigamova46, K.J. Pena Rodriguez46, O. Rieger46, P. Schleper46, M. Schröder46, J. Schwandt46, J. Sonneveld46, H. Stadie46, G. Steinbrück46, A. Tews46, I. Zoi46, J. Bechtel47, S. Brommer47, M. Burkart47, E. Butz47, R. Caspart47, T. Chwalek47, W. De Boer47,216, A. Dierlamm47, A. Droll47, K. El Morabit47, N. Faltermann47, M. Giffels47, J.o. Gosewisch47, A. Gottmann47, F. Hartmann47,236, C. Heidecker47, U. Husemann47, P. Keicher47, R. Koppenhöfer47, S. Maier47, M. Metzler47, S. Mitra47, Th. Müller47, M. Neukum47, A. Nürnberg47, G. Quast47, K. Rabbertz47, J. Rauser47, D. Savoiu47, M. Schnepf47, D. Seith47, I. Shvetsov47, H.J. Simonis47, R. Ulrich47, J. Van Der Linden47, R.F. Von Cube47, M. Wassmer47, M. Weber47, S. Wieland47, R. Wolf47, S. Wozniewski47, S. Wunsch47, G. Anagnostou48, G. Daskalakis48, T. Geralis48, A. Kyriakis48, D. Loukas48, A. Stakia48, M. Diamantopoulou49, D. Karasavvas49, G. Karathanasis49, P. Kontaxakis49, C.K. Koraka49, A. Manousakis-Katsikakis49, A. Panagiotou49, I. Papavergou49, N. Saoulidou49, K. Theofilatos49, E. Tziaferi49, K. Vellidis49, E. Vourliotis49, G. Bakas50, K. Kousouris50, I. Papakrivopoulos50, G. Tsipolitis50, A. Zacharopoulou50, K. Adamidis51, I. Bestintzanos51, I. Evangelou51, C. Foudas51, P. Gianneios51, P. Katsoulis51, P. Kokkas51, N. Manthos51, I. Papadopoulos51, J. Strologas51, M. Csanad52, K. Farkas52, M.M.A. Gadallah52,242, S. Lökös52,243, P. Major52, K. Mandal52, A. Mehta52, G. Pasztor52, A.J. Rádl52, O. Surányi52, G.I. Veres52, M. Bartók53,244, G. Bencze53, C. Hajdu53, D. Horvath53,245, F. Sikler53, V. Veszpremi53, S. Czellar54, J. Karancsi54,244, J. Molnar54, Z. Szillasi54, D. Teyssier54, P. Raics55, Z.L. Trocsanyi55,246, B. Ujvari55, T. Csorgo56,247, F. Nemes56,247, T. Novak56, S. Choudhury57, J.R. Komaragiri57, D. Kumar57, L. Panwar57, P.C. Tiwari57, S. Bahinipati58,248, C. Kar58, P. Mal58, T. Mishra58, V.K. Muraleedharan Nair Bindhu58,249, A. Nayak58,249, P. Saha58, N. Sur58, S.K. Swain58, D. Vats58,249, S. Bansal59, S.B. Beri59, V. Bhatnagar59, G. Chaudhary59, S. Chauhan59, N. Dhingra59,250, R. Gupta59, A. Kaur59, M. Kaur59, S. Kaur59, P. Kumari59, M. Meena59, K. Sandeep59, J.B. Singh59, A.K. Virdi59, A. Ahmed60, A. Bhardwaj60, B.C. Choudhary60, M. Gola60, S. Keshri60, A. Kumar60, M. Naimuddin60, P. Priyanka60, K. Ranjan60, A. Shah60, M. Bharti61,251, R. Bhattacharya61, S. Bhattacharya61, D. Bhowmik61, S. Dutta61, S. Dutta61, B. Gomber61,252, M. Maity61,253, P. Palit61, P.K. Rout61, G. Saha61, B. Sahu61, S. Sarkar61, M. Sharan61, B. Singh61,251, S. Thakur61,251, P.K. Behera62, S.C. Behera62, P. Kalbhor62, A. Muhammad62, R. Pradhan62, P.R. Pujahari62, A. Sharma62, A.K. Sikdar62, D. Dutta63, V. Jha63, V. Kumar63, D.K. Mishra63, K. Naskar63,254, P.K. Netrakanti63, L.M. Pant63, P. Shukla63, T. Aziz64, S. Dugad64, M. Kumar64, S. Banerjee65, R. Chudasama65, M. Guchait65, S. Karmakar65, S. Kumar65, G. Majumder65, K. Mazumdar65, S. Mukherjee65, K. Alpana66, S. Dube66, B. Kansal66, A. Laha66, S. Pandey66, A. Rane66, A. Rastogi66, S. Sharma66, H. Bakhshiansohi67,255, E. Khazaie67, M. Zeinali67,256, S. Chenarani68,257, S.M. Etesami68, M. Khakzad68, M. Mohammadi Najafabadi68, M. Grunewald69, M. Abbrescia70,71, R. Aly70,71,258, C. Aruta70,71, A. Colaleo70, D. Creanza70,72, N. De Filippis70,72, M. De Palma70,71, A. Di Florio70,71, A. Di Pilato70,71, W. Elmetenawee70,71, L. Fiore70, A. Gelmi70,71, M. Gul70, G. Iaselli70,72, M. Ince70,71, S. Lezki70,71, G. Maggi70,72, M. Maggi70, I. Margjeka70,71, V. Mastrapasqua70,71, J.A. Merlin70, S. My70,71, S. Nuzzo70,71, A. Pellecchia70,71, A. Pompili70,71, G. Pugliese70,72, D. Ramos70,71,72, A. Ranieri70, G. Selvaggi70,71, L. Silvestris70, F.M. Simone70,71, R. Venditti70, P. Verwilligen70, G. Abbiendi73, C. Battilana73,74, D. Bonacorsi73,74, L. Borgonovi73, L. Brigliadori73, R. Campanini73,74, P. Capiluppi73,74, A. Castro73,74, F.R. Cavallo73, M. Cuffiani73,74, G.M. Dallavalle73, T. Diotalevi73,74, F. Fabbri73, A. Fanfani73,74, P. Giacomelli73, L. Giommi73,74, C. Grandi73, L. Guiducci73,74, S. Lo Meo73,259, L. Lunerti73,74, S. Marcellini73, G. Masetti73, F.L. Navarria73,74, A. Perrotta73, F. Primavera73,74, A.M. Rossi73,74, T. Rovelli73,74, G.P. Siroli73,74, S. Albergo75,76,260, S. Costa75,76,260, A. Di Mattia75, R. Potenza75,76, A. Tricomi75,76,260, C. Tuve75,76, G. Barbagli77, A. Cassese77, R. Ceccarelli77,78, V. Ciulli77,78, C. Civinini77, R. D'Alessandro77,78, E. Focardi77,78, G. Latino77,78, P. Lenzi77,78, M. Lizzo77,78, M. Meschini77, S. Paoletti77, R. Seidita77,78, G. Sguazzoni77, L. Viliani77, L. Benussi79, S. Bianco79, D. Piccolo79, M. Bozzo80,81, F. Ferro80, R. Mulargia80,81, E. Robutti80, S. Tosi80,81, A. Benaglia82, G. Boldrini82,83, F. Brivio82,83, F. Cetorelli82,83, F. De Guio82,83, M.E. Dinardo82,83, P. Dini82, S. Gennai82, A. Ghezzi82,83, P. Govoni82,83, L. Guzzi82,83, M.T. Lucchini82,83, M. Malberti82, S. Malvezzi82, A. Massironi82, D. Menasce82, L. Moroni82, M. Paganoni82,83, D. Pedrini82, B.S. Pinolini82,83, S. Ragazzi82,83, N. Redaelli82, T. Tabarelli de Fatis82,83, D. Valsecchi82,83,236, D. Zuolo82,83, S. Buontempo84, F. Carnevali84,85, N. Cavallo84,86, A. De Iorio84,85, F. Fabozzi84,86, A.O.M. Iorio84,85, L. Lista84,85, S. Meola84,87,236, P. Paolucci84,236, B. Rossi84, C. Sciacca84,85, P. Azzi88, N. Bacchetta88, D. Bisello88,89, P. Bortignon88, A. Bragagnolo88,89, R. Carlin88,89, P. Checchia88, T. Dorigo88, U. Dosselli88, F. Gasparini88,89, U. Gasparini88,89, G. Grosso88,89,90, S.Y. Hoh88,89, L. Layer88,261, E. Lusiani88,89,90, M. Margoni88,89, A.T. Meneguzzo88,89, J. Pazzini88,89, M. Presilla88,89, P. Ronchese88,89, R. Rossin88,89, F. Simonetto88,89, G. Strong88, M. Tosi88,89, H. Yarar88,89, M. Zanetti88,89, P. Zotto88,89, A. Zucchetta88,89, G. Zumerle88,89, C. Aime`91,92, A. Braghieri91, S. Calzaferri91,92, D. Fiorina91,92, P. Montagna91,92, S.P. Ratti91,92, V. Re91, C. Riccardi91,92, P. Salvini91, I. Vai91, P. Vitulo91,92, P. Asenov93,262, G.M. Bilei93, D. Ciangottini93,94, L. Fanò93,94, P. Lariccia93,94, M. Magherini94, G. Mantovani93,94, V. Mariani93,94, M. Menichelli93, F. Moscatelli93,262, A. Piccinelli93,94, A. Rossi93,94, A. Santocchia93,94, D. Spiga93, T. Tedeschi93,94, P. Azzurri95, G. Bagliesi95, V. Bertacchi95,97, L. Bianchini95, T. Boccali95, E. Bossini95,96, R. Castaldi95, M.A. Ciocci95,96, V. D'Amante95,98, R. Dell'Orso95, M.R. Di Domenico95,98, S. Donato95, A. 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Strobbe195, M.A. Wadud195, K. Bloom196, M. Bryson196, S. Chauhan196, D.R. Claes196, C. Fangmeier196, L. Finco196, F. Golf196, C. Joo196, I. Kravchenko196, M. Musich196, I. Reed196, J.E. Siado196, G.R. Snow196,216, W. Tabb196, F. Yan196, A.G. Zecchinelli196, G. Agarwal197, H. Bandyopadhyay197, L. Hay197, I. Iashvili197, A. Kharchilava197, C. McLean197, D. Nguyen197, J. Pekkanen197, S. Rappoccio197, A. Williams197, G. Alverson198, E. Barberis198, Y. Haddad198, A. Hortiangtham198, J. Li198, G. Madigan198, B. Marzocchi198, D.M. Morse198, V. Nguyen198, T. Orimoto198, A. Parker198, L. Skinnari198, A. Tishelman-Charny198, T. Wamorkar198, B. Wang198, A. Wisecarver198, D. Wood198, S. Bhattacharya199, J. Bueghly199, Z. Chen199, A. Gilbert199, T. Gunter199, K.A. Hahn199, Y. Liu199, N. Odell199, M.H. Schmitt199, M. Velasco199, R. Band200, R. Bucci200, A. Das200, N. Dev200, R. Goldouzian200, M. Hildreth200, K. Hurtado Anampa200, C. Jessop200, K. Lannon200, J. Lawrence200, N. Loukas200, D. Lutton200, N. Marinelli200, I. Mcalister200, T. McCauley200, C. Mcgrady200, K. Mohrman200, Y. Musienko200,266, R. Ruchti200, P. Siddireddy200, A. Townsend200, M. Wayne200, A. Wightman200, M. Zarucki200, L. Zygala200, B. Bylsma201, B. Cardwell201, L.S. Durkin201, B. Francis201, C. Hill201, M. Nunez Ornelas201, K. Wei201, B.L. Winer201, B.R. Yates201, F.M. Addesa202, B. Bonham202, P. Das202, G. Dezoort202, P. Elmer202, A. Frankenthal202, B. Greenberg202, N. Haubrich202, S. Higginbotham202, A. Kalogeropoulos202, G. Kopp202, S. Kwan202, D. Lange202, D. Marlow202, K. Mei202, I. Ojalvo202, J. Olsen202, D. Stickland202, C. Tully202, S. Malik203, S. Norberg203, A.S. Bakshi204, V.E. Barnes204, R. Chawla204, S. Das204, L. Gutay204, M. Jones204, A.W. Jung204, S. Karmarkar204, D. Kondratyev204, M. Liu204, G. Negro204, N. Neumeister204, G. Paspalaki204, C.C. Peng204, S. Piperov204, A. Purohit204, J.F. Schulte204, M. Stojanovic204,233, J. Thieman204, F. Wang204, R. Xiao204, W. Xie204, J. Dolen205, N. Parashar205, A. Baty206, M. Decaro206, S. Dildick206, K.M. Ecklund206, S. Freed206, P. Gardner206, F.J.M. Geurts206, A. Kumar206, W. Li206, B.P. Padley206, R. Redjimi206, W. Shi206, A.G. Stahl Leiton206, S. Yang206, L. Zhang206, Y. Zhang206, A. Bodek207, P. de Barbaro207, R. Demina207, J.L. Dulemba207, C. Fallon207, T. Ferbel207, M. Galanti207, A. Garcia-Bellido207, O. Hindrichs207, A. Khukhunaishvili207, E. Ranken207, R. Taus207, B. Chiarito208, J.P. Chou208, A. Gandrakota208, Y. Gershtein208, E. Halkiadakis208, A. Hart208, M. Heindl208, O. Karacheban208,240, I. Laflotte208, A. Lath208, R. Montalvo208, K. Nash208, M. Osherson208, S. Salur208, S. Schnetzer208, S. Somalwar208, R. Stone208, S.A. Thayil208, S. Thomas208, H. Wang208, H. Acharya209, A.G. Delannoy209, S. Fiorendi209, S. Spanier209, O. Bouhali210,311, M. Dalchenko210, A. Delgado210, R. Eusebi210, J. Gilmore210, T. Huang210, T. Kamon210,312, H. Kim210, S. Luo210, S. Malhotra210, R. Mueller210, D. Overton210, D. Rathjens210, A. Safonov210, N. Akchurin211, J. Damgov211, V. Hegde211, S. Kunori211, K. Lamichhane211, S.W. Lee211, T. Mengke211, S. Muthumuni211, T. Peltola211, I. Volobouev211, Z. Wang211, A. Whitbeck211, E. Appelt212, S. Greene212, A. Gurrola212, W. Johns212, A. Melo212, H. Ni212, K. Padeken212, F. Romeo212, P. Sheldon212, S. Tuo212, J. Velkovska212, M.W. Arenton213, B. Cox213, G. Cummings213, J. Hakala213, R. Hirosky213, M. Joyce213, A. Ledovskoy213, A. Li213, C. Neu213, C.E. Perez Lara213, B. Tannenwald213, S. White213, E. Wolfe213, N. Poudyal214, K. Black215, T. Bose215, C. Caillol215, S. Dasu215, I. De Bruyn215, P. Everaerts215, F. Fienga215, C. Galloni215, H. He215, M. Herndon215, A. Hervé215, U. Hussain215, A. Lanaro215, A. Loeliger215, R. Loveless215, J. Madhusudanan Sreekala215, A. Mallampalli215, A. Mohammadi215, D. Pinna215, A. Savin215, V. Shang215, V. Sharma215, W.H. Smith215, D. Teague215, S. Trembath-Reichert215, W. Vetens215 and The CMS collaboration
48 Institute of Nuclear and Particle Physics (INPP), NCSR Demokritos, Aghia Paraskevi, Greece
49 National and Kapodistrian University of Athens, Athens, Greece
50 National Technical University of Athens, Athens, Greece
51 University of Ioánnina, Ioánnina, Greece
52 MTA-ELTE Lendület CMS Particle and Nuclear Physics Group, Eötvös Loránd University, Budapest, Hungary
53 Wigner Research Centre for Physics, Budapest, Hungary
54 Institute of Nuclear Research ATOMKI, Debrecen, Hungary
55 Institute of Physics, University of Debrecen, Debrecen, Hungary
56 Karoly Robert Campus, MATE Institute of Technology, Gyongyos, Hungary
57 Indian Institute of Science (IISc), Bangalore, India
58 National Institute of Science Education and Research, HBNI, Bhubaneswar, India
59 Panjab University, Chandigarh, India
60 University of Delhi, Delhi, India
61 Saha Institute of Nuclear Physics, HBNI, Kolkata, India
62 Indian Institute of Technology Madras, Madras, India
63 Bhabha Atomic Research Centre, Mumbai, India
64 Tata Institute of Fundamental Research-A, Mumbai, India
65 Tata Institute of Fundamental Research-B, Mumbai, India
66 Indian Institute of Science Education and Research (IISER), Pune, India
67 Isfahan University of Technology, Isfahan, Iran
68 Institute for Research in Fundamental Sciences (IPM), Tehran, Iran
69 University College Dublin, Dublin, Ireland
70 INFN Sezione di Bari, Bari, Italy
71 Università di Bari, Bari, Italy
72 Politecnico di Bari, Bari, Italy
73 INFN Sezione di Bologna, Bologna, Italy
74 Università di Bologna, Bologna, Italy
75 INFN Sezione di Catania, Catania, Italy
76 Università di Catania, Catania, Italy
77 INFN Sezione di Firenze, Firenze, Italy
78 Università di Firenze, Firenze, Italy
79 INFN Laboratori Nazionali di Frascati, Frascati, Italy
80 INFN Sezione di Genova, Genova, Italy
81 Università di Genova, Genova, Italy
82 INFN Sezione di Milano-Bicocca, Milano, Italy
83 Università di Milano-Bicocca, Milano, Italy
84 INFN Sezione di Napoli, Napoli, Italy
85 Università di Napoli 'Federico II', Napoli, Italy
86 Università della Basilicata, Potenza, Italy
87 Università G. Marconi, Roma, Italy
88 INFN Sezione di Padova, Padova, Italy
89 Università di Padova, Padova, Italy
90 Università di Trento, Trento, Italy
91 INFN Sezione di Pavia, Pavia, Italy
92 Università di Pavia, Pavia, Italy
93 INFN Sezione di Perugia, Perugia, Italy
94 Università di Perugia, Perugia, Italy
95 INFN Sezione di Pisa, Pisa, Italy
96 Università di Pisa, Pisa, Italy
97 Scuola Normale Superiore di Pisa, Pisa, Italy
98 Università di Siena, Siena, Italy
99 INFN Sezione di Roma, Rome, Italy
100 Sapienza Università di Roma, Rome, Italy
101 INFN Sezione di Torino, Torino, Italy
102 Università di Torino, Torino, Italy
103 Università del Piemonte Orientale, Novara, Italy
104 INFN Sezione di Trieste, Trieste, Italy
105 Università di Trieste, Trieste, Italy
106 Kyungpook National University, Daegu, Korea
107 Chonnam National University, Institute for Universe and Elementary Particles, Kwangju, Korea
108 Hanyang University, Seoul, Korea
109 Korea University, Seoul, Korea
110 Kyung Hee University, Department of Physics, Seoul, Republic of Korea, Seoul, Korea
111 Sejong University, Seoul, Korea
112 Seoul National University, Seoul, Korea
113 University of Seoul, Seoul, Korea
114 Yonsei University, Department of Physics, Seoul, Korea
115 Sungkyunkwan University, Suwon, Korea
116 College of Engineering and Technology, American University of the Middle East (AUM), Egaila, Kuwait, Dasman, Kuwait
117 Riga Technical University, Riga, Latvia
118 Vilnius University, Vilnius, Lithuania
119 National Centre for Particle Physics, Universiti Malaya, Kuala Lumpur, Malaysia
120 Universidad de Sonora (UNISON), Hermosillo, Mexico
121 Centro de Investigacion y de Estudios Avanzados del IPN, Mexico City, Mexico
122 Universidad Iberoamericana, Mexico City, Mexico
123 Benemerita Universidad Autonoma de Puebla, Puebla, Mexico
124 University of Montenegro, Podgorica, Montenegro
125 University of Auckland, Auckland, New Zealand
126 University of Canterbury, Christchurch, New Zealand
127 National Centre for Physics, Quaid-I-Azam University, Islamabad, Pakistan
128 AGH University of Science and Technology Faculty of Computer Science, Electronics and Telecommunications, Krakow, Poland
129 National Centre for Nuclear Research, Swierk, Poland
130 Institute of Experimental Physics, Faculty of Physics, University of Warsaw, Warsaw, Poland
131 Laboratório de Instrumentação e Física Experimental de Partículas, Lisboa, Portugal
132 Joint Institute for Nuclear Research, Dubna, Russia
133 Petersburg Nuclear Physics Institute, Gatchina (St. Petersburg), Russia
134 Institute for Nuclear Research, Moscow, Russia
135 Institute for Theoretical and Experimental Physics named by A.I. Alikhanov of NRC `Kurchatov Institute', Moscow, Russia
136 Moscow Institute of Physics and Technology, Moscow, Russia
137 National Research Nuclear University 'Moscow Engineering Physics Institute' (MEPhI), Moscow, Russia
138 P.N. Lebedev Physical Institute, Moscow, Russia
139 Skobeltsyn Institute of Nuclear Physics, Lomonosov Moscow State University, Moscow, Russia
140 Novosibirsk State University (NSU), Novosibirsk, Russia
141 Institute for High Energy Physics of National Research Centre `Kurchatov Institute', Protvino, Russia
142 National Research Tomsk Polytechnic University, Tomsk, Russia
143 Tomsk State University, Tomsk, Russia
144 University of Belgrade: Faculty of Physics and VINCA Institute of Nuclear Sciences, Belgrade, Serbia
145 Centro de Investigaciones Energéticas Medioambientales y Tecnológicas (CIEMAT), Madrid, Spain
146 Universidad Autónoma de Madrid, Madrid, Spain
147 Universidad de Oviedo, Instituto Universitario de Ciencias y Tecnologías Espaciales de Asturias (ICTEA), Oviedo, Spain
148 Instituto de Física de Cantabria (IFCA), CSIC-Universidad de Cantabria, Santander, Spain
149 University of Colombo, Colombo, Sri Lanka
150 University of Ruhuna, Department of Physics, Matara, Sri Lanka
151 CERN, European Organization for Nuclear Research, Geneva, Switzerland
152 Paul Scherrer Institut, Villigen, Switzerland
153 ETH Zurich - Institute for Particle Physics and Astrophysics (IPA), Zurich, Switzerland
154 Universität Zürich, Zurich, Switzerland
155 National Central University, Chung-Li, Taiwan
156 National Taiwan University (NTU), Taipei, Taiwan
157 Chulalongkorn University, Faculty of Science, Department of Physics, Bangkok, Thailand
158 Çukurova University, Physics Department, Science and Art Faculty, Adana, Turkey
159 Middle East Technical University, Physics Department, Ankara, Turkey
160 Bogazici University, Istanbul, Turkey
161 Istanbul Technical University, Istanbul, Turkey
162 Istanbul University, Istanbul, Turkey
163 Institute for Scintillation Materials of National Academy of Science of Ukraine, Kharkov, Ukraine
164 National Scientific Center, Kharkov Institute of Physics and Technology, Kharkov, Ukraine
165 University of Bristol, Bristol, United Kingdom
166 Rutherford Appleton Laboratory, Didcot, United Kingdom
167 Imperial College, London, United Kingdom
168 Brunel University, Uxbridge, United Kingdom
169 Baylor University, Waco, Texas, USA
170 Catholic University of America, Washington, DC, USA
171 The University of Alabama, Tuscaloosa, Alabama, USA
172 Boston University, Boston, Massachusetts, USA
173 Brown University, Providence, Rhode Island, USA
174 University of California, Davis, Davis, California, USA
175 University of California, Los Angeles, California, USA
176 University of California, Riverside, Riverside, California, USA
177 University of California, San Diego, La Jolla, California, USA
178 University of California, Santa Barbara - Department of Physics, Santa Barbara, California, USA
179 California Institute of Technology, Pasadena, California, USA
180 Carnegie Mellon University, Pittsburgh, Pennsylvania, USA
181 University of Colorado Boulder, Boulder, Colorado, USA
182 Cornell University, Ithaca, New York, USA
183 Fermi National Accelerator Laboratory, Batavia, Illinois, USA
184 University of Florida, Gainesville, Florida, USA
185 Florida State University, Tallahassee, Florida, USA
186 Florida Institute of Technology, Melbourne, Florida, USA
187 University of Illinois at Chicago (UIC), Chicago, Illinois, USA
188 The University of Iowa, Iowa City, Iowa, USA
189 Johns Hopkins University, Baltimore, Maryland, USA
190 The University of Kansas, Lawrence, Kansas, USA
191 Kansas State University, Manhattan, Kansas, USA
192 Lawrence Livermore National Laboratory, Livermore, California, USA
193 University of Maryland, College Park, Maryland, USA
194 Massachusetts Institute of Technology, Cambridge, Massachusetts, USA
195 University of Minnesota, Minneapolis, Minnesota, USA
196 University of Nebraska-Lincoln, Lincoln, Nebraska, USA
197 State University of New York at Buffalo, Buffalo, New York, USA
198 Northeastern University, Boston, Massachusetts, USA
199 Northwestern University, Evanston, Illinois, USA
200 University of Notre Dame, Notre Dame, Indiana, USA
201 The Ohio State University, Columbus, Ohio, USA
202 Princeton University, Princeton, New Jersey, USA
203 University of Puerto Rico, Mayaguez, Puerto Rico, USA
204 Purdue University, West Lafayette, Indiana, USA
205 Purdue University Northwest, Hammond, Indiana, USA
206 Rice University, Houston, Texas, USA
207 University of Rochester, Rochester, New York, USA
208 Rutgers, The State University of New Jersey, Piscataway, New Jersey, USA
209 University of Tennessee, Knoxville, Tennessee, USA
210 Texas A&M University, College Station, Texas, USA
211 Texas Tech University, Lubbock, Texas, USA
212 Vanderbilt University, Nashville, Tennessee, USA
213 University of Virginia, Charlottesville, Virginia, USA
214 Wayne State University, Detroit, Michigan, USA
215 University of Wisconsin - Madison, Madison, WI, Wisconsin, USA
216 Deceased
217 Also at TU Wien, Wien, Austria
218 Also at Institute of Basic and Applied Sciences, Faculty of Engineering, Arab Academy for Science, Technology and Maritime Transport, Alexandria, Egypt
219 Also at Université Libre de Bruxelles, Bruxelles, Belgium
220 Also at Universidade Estadual de Campinas, Campinas, Brazil
221 Also at Federal University of Rio Grande do Sul, Porto Alegre, Brazil
222 Also at The University of the State of Amazonas, Manaus, Brazil
223 Also at University of Chinese Academy of Sciences, Beijing, China
224 Also at Department of Physics, Tsinghua University, Beijing, China
225 Also at UFMS, Nova Andradina, Brazil
226 Also at Nanjing Normal University Department of Physics, Nanjing, China
227 Now at The University of Iowa, Iowa City, Iowa, USA
228 Also at Institute for Theoretical and Experimental Physics named by A.I. Alikhanov of NRC `Kurchatov Institute', Moscow, Russia
229 Also at Joint Institute for Nuclear Research, Dubna, Russia
230 Now at Cairo University, Cairo, Egypt
231 Also at British University in Egypt, Cairo, Egypt
232 Now at Ain Shams University, Cairo, Egypt
233 Also at Purdue University, West Lafayette, Indiana, USA
234 Also at Université de Haute Alsace, Mulhouse, France
235 Also at Erzincan Binali Yildirim University, Erzincan, Turkey
236 Also at CERN, European Organization for Nuclear Research, Geneva, Switzerland
237 Also at RWTH Aachen University, III. Physikalisches Institut A, Aachen, Germany
238 Also at University of Hamburg, Hamburg, Germany
239 Also at Isfahan University of Technology, Isfahan, Iran
240 Also at Brandenburg University of Technology, Cottbus, Germany
241 Also at Forschungszentrum Jülich, Juelich, Germany
242 Also at Physics Department, Faculty of Science, Assiut University, Assiut, Egypt
243 Also at Karoly Robert Campus, MATE Institute of Technology, Gyongyos, Hungary
244 Also at Institute of Physics, University of Debrecen, Debrecen, Hungary
245 Also at Institute of Nuclear Research ATOMKI, Debrecen, Hungary
246 Also at MTA-ELTE Lendület CMS Particle and Nuclear Physics Group, Eötvös Loránd University, Budapest, Hungary
247 Also at Wigner Research Centre for Physics, Budapest, Hungary
248 Also at IIT Bhubaneswar, Bhubaneswar, India
249 Also at Institute of Physics, Bhubaneswar, India
250 Also at G.H.G. Khalsa College, Punjab, India
251 Also at Shoolini University, Solan, India
252 Also at University of Hyderabad, Hyderabad, India
253 Also at University of Visva-Bharati, Santiniketan, India
254 Also at Indian Institute of Technology (IIT), Mumbai, India
255 Also at Deutsches Elektronen-Synchrotron, Hamburg, Germany
256 Also at Sharif University of Technology, Tehran, Iran
257 Also at Department of Physics, University of Science and Technology of Mazandaran, Behshahr, Iran
258 Now at INFN Sezione di Bari, Università di Bari, Politecnico di Bari, Bari, Italy
259 Also at Italian National Agency for New Technologies, Energy and Sustainable Economic Development, Bologna, Italy
260 Also at Centro Siciliano di Fisica Nucleare e di Struttura Della Materia, Catania, Italy
261 Also at Università di Napoli 'Federico II', Napoli, Italy
262 Also at Consiglio Nazionale delle Ricerche - Istituto Officina dei Materiali, Perugia, Italy
263 Also at Riga Technical University, Riga, Latvia
264 Also at Consejo Nacional de Ciencia y Tecnología, Mexico City, Mexico
265 Also at IRFU, CEA, Université Paris-Saclay, Gif-sur-Yvette, France
266 Also at Institute for Nuclear Research, Moscow, Russia
267 Now at National Research Nuclear University 'Moscow Engineering Physics Institute' (MEPhI), Moscow, Russia
268 Also at Institute of Nuclear Physics of the Uzbekistan Academy of Sciences, Tashkent, Uzbekistan
269 Also at St. Petersburg Polytechnic University, St. Petersburg, Russia
270 Also at University of Florida, Gainesville, Florida, USA
271 Also at Imperial College, London, United Kingdom
272 Also at P.N. Lebedev Physical Institute, Moscow, Russia
273 Also at California Institute of Technology, Pasadena, California, USA
274 Also at INFN Sezione di Padova, Università di Padova, Padova, Italy, Università di Trento, Trento, Italy, Padova, Italy
275 Also at Budker Institute of Nuclear Physics, Novosibirsk, Russia
276 Also at Faculty of Physics, University of Belgrade, Belgrade, Serbia
277 Also at Trincomalee Campus, Eastern University, Sri Lanka, Nilaveli, Sri Lanka
278 Also at INFN Sezione di Pavia, Università di Pavia, Pavia, Italy
279 Also at National and Kapodistrian University of Athens, Athens, Greece
280 Also at Ecole Polytechnique Fédérale Lausanne, Lausanne, Switzerland
281 Also at Universität Zürich, Zurich, Switzerland
282 Also at Stefan Meyer Institute for Subatomic Physics, Vienna, Austria
283 Also at Laboratoire d'Annecy-le-Vieux de Physique des Particules, IN2P3-CNRS, Annecy-le-Vieux, France
284 Also at Şırnak University, Sirnak, Turkey
285 Also at Near East University, Research Center of Experimental Health Science, Nicosia, Turkey
286 Also at Konya Technical University, Konya, Turkey
287 Also at Istanbul University - Cerrahpasa, Faculty of Engineering, Istanbul, Turkey
288 Also at Piri Reis University, Istanbul, Turkey
289 Also at Adiyaman University, Adiyaman, Turkey
290 Also at Ozyegin University, Istanbul, Turkey
291 Also at Izmir Institute of Technology, Izmir, Turkey
292 Also at Necmettin Erbakan University, Konya, Turkey
293 Also at Bozok Universitetesi Rektörlügü, Yozgat, Turkey
294 Also at Marmara University, Istanbul, Turkey
295 Also at Milli Savunma University, Istanbul, Turkey
296 Also at Kafkas University, Kars, Turkey
297 Also at Istanbul Bilgi University, Istanbul, Turkey
298 Also at Hacettepe University, Ankara, Turkey
299 Also at Vrije Universiteit Brussel, Brussel, Belgium
300 Also at School of Physics and Astronomy, University of Southampton, Southampton, United Kingdom
301 Also at Rutherford Appleton Laboratory, Didcot, United Kingdom
302 Also at IPPP Durham University, Durham, United Kingdom
303 Also at Monash University, Faculty of Science, Clayton, Australia
304 Also at Università di Torino, Torino, Italy
305 Also at Bethel University, St. Paul, Minneapolis, USA
306 Also at Karamanoğlu Mehmetbey University, Karaman, Turkey
307 Also at Bingol University, Bingol, Turkey
308 Also at Georgian Technical University, Tbilisi, Georgia
309 Also at Sinop University, Sinop, Turkey
310 Also at Erciyes University, Kayseri, Turkey
311 Also at Texas A&M University at Qatar, Doha, Qatar
312 Also at Kyungpook National University, Daegu, Korea
A new algorithm is presented to discriminate reconstructed hadronic decays of tau leptons (τh) that originate from genuine tau leptons in the CMS detector against τh candidates that originate from quark or gluon jets, electrons, or muons. The algorithm inputs information from all reconstructed particles in the vicinity of a τh candidate and employs a deep neural network with convolutional layers to efficiently process the inputs. This algorithm leads to a significantly improved performance compared with the previously used one. For example, the efficiency for a genuine τh to pass the discriminator against jets increases by 10–30% for a given efficiency for quark and gluon jets. Furthermore, a more efficient τh reconstruction is introduced that incorporates additional hadronic decay modes. The superior performance of the new algorithm to discriminate against jets, electrons, and muons and the improved τh reconstruction method are validated with LHC proton-proton collision data at √s = 13 TeV.
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