THEORY2

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====== Restricted area ======
//Program committee area//

====== Submitted papers ======

Legend: \\ 
yes - received \\  
YES - accepted \\ https://theory.sinp.msu.ru/doku.php/dlcp21/restricted/submitted_papers?do=
no  - awaiting \\ 
NO  - rejected \\ 
?   - unknown \\ 
CANCEL - canceled

===== June, 28. Astroparticle and High Energy Physics =====

^^ Status  ^ Author, Article title ^ Qual./Agr. ||
|| yes  | **P.Koundal**, IAP , KIT Karlsruhe \\ [[dlcp2021:abstracts#Graph Neural Networks and application for Cosmic-Ray Analysis|Graph Neural Networks and application for Cosmic-Ray Analysis]]| good/yes ||
|| yes  | **E.Gres**, ISU, Irkutsk \\ A.Kryukov, SINP MSU \\  [[dlcp2021:abstracts#The preliminary results on analysis of TAIGA-IACT images using Convolutional Neural Networks|The preliminary results on analysis of TAIGA-IACT images using Convolutional Neural Networks]]| good/yes ||
|| yes  | **M.Vasyutina**, Faculty of Physics, MSU \\ [[dlcp2021:abstracts#Gamma/hadron separation for a ground based IACT (imaging atmospheric Cherenkov telescope) in experiment TAIGA using machine learning methods Random Forest|Gamma/hadron separation for a ground based IACT (imaging atmospheric Cherenkov telescope) in experiment TAIGA using machine learning methods Random Forest]]| not bad/yes ||
|| yes  | **S.Polyakov**, SINP MSU \\ [[dlcp2021:abstracts#Performance of convolutional neural networks processing simulated IACT images in the TAIGA experiment|Performance of convolutional neural networks processing simulated IACT images in the TAIGA experiment]]| good/yes ||
|| yes  | **A.Zaborenko**, Faculty of Physics, MSU \\ [[dlcp2021:abstracts#Application of deep learning technique to an analysis of hard scattering processes at colliders|Application of deep learning technique to an analysis of hard scattering processes at colliders]]| good/yes ||
|| yes  | **A.Vlaskina**, Faculty of Physics, MSU \\ [[dlcp2021:abstracts#Using convolutional neural network for analysis of HiSCORE events|Using convolutional neural network for analysis of HiSCORE events]]| good/yes ||
|| yes  | **V.Tokareva**, IAP KIT \\  [[dlcp2021:abstracts#Using modern machine learning methods on KASCADE data for science and education|Using modern machine learning methods on KASCADE data for science and education]]| good/yes ||
|| yes  | **P.Bezyazeekov**, API ISU \\ [[dlcp2021:abstracts#Legacy of Tunka-Rex software and data|Legacy of Tunka-Rex software and data]]| good/yes ||
|| yes  | **Ju.Dubenskaya**, SINP MSU \\ [[dlcp2021:abstracts#Modeling images of proton events for the TAIGA project using a generative adversarial network: features of the network architecture and the learning process|Modeling images of proton events for the TAIGA project using a generative adversarial network: features of the network architecture and the learning process]]| good/yes ||


===== June, 29. Applications and Methods =====

^^ Starus  ^ Author, Article title ^ En.Qual./Agrr. ||
||yes| **M.Krinitsky**, Shirshov Institute of Oceanology, RAS \\ [[dlcp2021:abstracts#Identifying_partial_differential_equations_of_land_surface_schemes_in_INM_climate_models_with_neural_networks|Identifying partial differential equations of land surface schemes in INM climate models with neural networks]]| good/yes ||
||yes| **A.Demichev**, SINP MSU \\ [[dlcp2021:abstracts#Equivariant_Gaussian_Processes_as_Limiting_Convolutional Networks with Infinite Number of Channels|Equivariant Gaussian Processes as Limiting Convolutional Networks with Infinite Number of Channels]]| good/yes ||
||yes| **<del>I.Gadzhiev</del> S.Dolenko**, SINP MSU \\ [[dlcp2021:abstracts#A_convolutional_hierarchical_neural_network_classifier|A convolutional hierarchical neural network classifier]]| good/yes ||
|| yes | **A.O.Efitorov**, SINP MSU \\ [[dlcp2021:abstracts#Use of conditional generative adversarial networks to improve representativity of data in optical spectroscopy|Use of conditional generative adversarial networks to improve representativity of data in optical spectroscopy]]| good/yes ||
|| yes | **I.Isaev**, SINP MSU \\ [[dlcp2021:abstracts#Neural network solution of inverse problems of geological prospecting with discrete output|Neural network solution of inverse problems of geological prospecting with discrete output]]| good/yes ||
|| yes |**<del>A.Naumov</del> R.Rybka**, National Research Centre “Kurchatov Institute” \\ [[dlcp2021:abstracts#The Russian language corpus and a neural network to analyse Internet tweet reports about Covid-19|The Russian language corpus and a neural network to analyse Internet tweet reports about Covid-19]]| not bad/yes || 
|| yes |**A.A. Selivanov**(rybka2), NRC «Kurchatov Institute» \\ [[dlcp2021:abstracts#EVALUATION OF MACHINE LEARNING METHODS FOR RELATION EXTRACTION BETWEEN DRUG ADVERSE EFFECTS AND MEDICATIONS IN RUSSIAN TEXTS OF INTERNET USER REVIEWS|EVALUATION OF MACHINE LEARNING METHODS FOR RELATION EXTRACTION BETWEEN DRUG ADVERSE EFFECTS AND MEDICATIONS IN RUSSIAN TEXTS OF INTERNET USER REVIEWS]]| good/yes || 
||yes|**N.V.Abasov**, Melentiev Energy Systems Institute SB RAS \\ [[dlcp2021:abstracts#The technology of long-term forecasting of water inflow into reservoirs using a multi-parameter neural network|The technology of long-term forecasting of water inflow into reservoirs using a multi-parameter neural network]]| not bad/yes || 

====== E-mails ======

  * Participans \\ [[
demichev@theory.sinp.msu.ru,
andreas.haungs@kit.edu,
89hariharan@gmail.com,
greseo@mail.ru,
paras.koundal@kit.edu,
pranav.sampathkumar@kit.edu,
jdubenskaya@gmail.com,
s.p.polyakov@gmail.com,
kryukov@theory.sinp.msu.ru,
kuz@dec1.sinp.msu.ru,
nina.vankalas@gmail.com,
krinitsky@sail.msk.ru,
nva@isem.irk.ru,
victoria.tokareva@kit.edu,
domifa@rambler.ru,
masha.vasutina.1998@gmail.com,
aaselivanov.10.03@gmail.com,
isaev_igor@mail.ru,
shigarov@gmail.com,
sanya-naumov@mail.ru,
ismailgadzhievff@gmail.com,
zaborenko.ad18@physics.msu.ru,
a.efitorov@sinp.msu.ru,
ilyin0048@gmail.com,
lev.dudko@cern.ch,
petr.volkov@cern.ch,
georgii.vorotnikov@cern.ch,
dolenko@srd.sinp.msu.ru,
sag111@mail.ru,
rybkarb@gmail.com
]]
  * Articles: \\ [[
demichev@theory.sinp.msu.ru,
greseo@mail.ru,
paras.koundal@kit.edu,
jdubenskaya@gmail.com,
nina.vankalas@gmail.com,
krinitsky@sail.msk.ru,
nva@isem.irk.ru,
victoria.tokareva@kit.edu,
domifa@rambler.ru,
masha.vasutina.1998@gmail.com,
aaselivanov.10.03@gmail.com,
isaev_igor@mail.ru,
ismailgadzhievff@gmail.com,
zaborenko.ad18@physics.msu.ru,
a.efitorov@sinp.msu.ru,
rybkarb@gmail.com
]]