Journal Neurocomputers №4 for 2026 year
SYSTEM ANALYSIS AND INTELLIGENT INFORMATION PROCESSING
Differentiable piecewise linear classification based on R-functions and artificial neural networks in information security problems

M.A. Basarab1, V.A. Bobkov2
1, 2 Bauman Moscow State Technical University (Moscow, Russia)

1 basarab@bmstu.ru, 2 bobkovva@bmstu.ru

5-17
A technique for secure Docker containerization of software agents while preserving steganographic transformation in batch neural network programs

P.I. Sharikov1, S.I. Shterenberg2
1, 2 Bonch-Bruevich Saint Petersburg State University of Telecommunications (St. Petersburg, Russia)
1 sharikov.pavel@ro.ru, 2 shterenberg.si@sut.ru

18-33
Method for controlled formation and deterministic verification of metaresources of information and analytical management system using large language models

E.Yu. Bolshakov1
1 Russian Biotechnological University (ROSBIOTECH) (Moscow, Russia)

1 emil.bolshakov@mgupp.ru

34-46
Architecture and algorithm of a deterministic pipeline for structuring JSON and XML data using LLM

N.N. Oltyan1
1 Financial University under the Government of the Russian Federation (Moscow, Russia)

1 nikitaoltyan@mail.ru

47-53
Evaluation of neural network methods for detecting anomalies in the logs of systems with a microservice architecture

E.A. Shamarina1, A.I. Guseva2, S.D. Kulik3
1–3 National Research Nuclear University MEPhI (Moscow, Russia)

1 ek-polit@yandex.ru, 2 aiguseva@mephi.ru, 3 sedmik@mail.ru

54-67
NEUROCOMPUTING SYSTEMS AND THEIR ELEMENTS
Reproducible semantic computations: an experiment in semantic program normalization

V.N. Dobrynin1, A.A. Milovidova2, I.A. Filozova3
1–3 State University «Dubna», Institute of Systems Analysis and Management (Dubna, Russia)
2 MIREA – Russian Technological University, Institute of Information Technologies (Moscow, Russia)
3 Joint Institute for Nuclear Research, Meshcheryakov Laboratory of Information Technologies (Dubna, Russia)

1 arbatsolo@yandex.ru

68-74
COMPUTER SIMULATION
Methodology of multiscene modeling of educational trajectories

S.V. Solodov1
1 National Research Technological University «MISiS» (Moscow, Russia)

1 solodov.sv@misis.ru

75-80
INTELLIGENT COMPLEXES AND SPECIAL PURPOSE SYSTEMS
Information modelling of decision-making graphs in collaborative mining management systems

K.O. Belyakov1
1 Stroganov Russian State University of Design and Applied Arts (Moscow, Russia)

1 9099332211@mail.ru

81-87
Hybrid approach to supply management on marketplaces: Integra-tion of machine learning algorithms and mathematical programming

G.K. Strugach1
1 Financial University under Russian Government (Moscow, Russia)

1 gkstrugach@fa.ru

88-96
Development of architecture for an intelligent decision support system for the command shell

M.D. Gridchin1, A.D. Sitnikov2
1, 2 Bunin Yelets State University (Yelets, Russia)

1 vatis.st@mail.ru, 2 artem-sitnikov1@mail.ru

97-106