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JOURNALS // Doklady Rossijskoj Akademii Nauk. Mathematika, Informatika, Processy Upravlenia // Archive

2024, Volume 520, Number 2


SPECIAL ISSUE: ARTIFICIAL INTELLIGENCE AND MACHINE LEARNING TECHNOLOGIES
Introductory Words of AI Journey Team
3
Digital World, Mathematics, and Education
A. L. Semenov
4
Search for optimal architecture of physically informed neural networks using differential evolution algorithm
F. A. Buzaev, D. S. Efremenko, I. A. Chuprov, Ya. N. Khassan, E. N. Kazakov, J. Gao
11
Solution of the multimode nonlinear Schrödinger equation using physics-informed neural networks
I. A. Chuprov, J. Gao, D. S. Efremenko, F. A. Buzaev, V. Zemlyakov
19
Machine search problem for mathematical expression
A. I. Diveev, E. A. Sofronova
30
Neural network image classifiers informed by factor analyzers
A. M. Dostovalova, A. K. Gorshenin
41
Railway infrastructure detection based on YOLOv8 with npu acceleration
V. A. Fedorov
49
Unraveling the Hessian: a key to smooth convergence in loss function landscapes
N. S. Kiselev, A. V. Grabovoy
57
Empirical approach to sample size estimation for testing of AI algorithms
M. R. Kodenko, T. M. Bobrovskaya, R. V. Reshetnikov, K. M. Arzamasov, A. V. Vladzymyrskyy, O. V. Omelyanskaya, Yu. A. Vasil'ev
71
Generating survival interpretable trajectories and data
A. V. Konstantinov, S. R. Kirpichenko, L. V. Utkin
85
Application of metaheuristic algorithms for optimization of recloser placement in a power supply system with distributed generation
N. N. Sergeev, P. V. Matrenin
98
Prediction of industrial cyber attacks using normalizing flows
V. P. Stepashkina, M. I. Hushchyn
107
Stratified statistical models in hardware reliability analysis
I. A. Vasilev, I. O. Filimonova, M. I. Petrovskii, I. V. Mashechkin
116
Review of multimodal environments for reinforcement learning
Z. A. Volovikova, M. A. Kuznetsova, A. A. Skrynnik, A. I. Panov
124
Multimodal 3D map reconstruction for intelligent robotcs using neural network-based methods
D. A. Yudin
131
Universal representations for well-logging data via ensembling of self-supervised models
V. A. Zholobov, E. D. Romanenkova, S. A. Egorov, A. A. Zaytsev, N. A. Gevorgyan
141
CRAFT: Cultural Russian-oriented dataset adaptation for focused text-to-image generation
V. A. Vasilev, V. S. Arkhipkin, J. D. Agafonova, T. V. Nikulina, È. O. Mironova, A. A. Shichanina, N. A. Gerasimenko, M. Shoytov, D. V. Dimitrov
154
Heterogeneous computational scheduling using adaptive neural hyper-heuristic
A. Allahverdyan, A. Zhadan, I. Kondratov, O. Petrosyan, A. Romanovskii, V. Kharin, Y. Li
169
SwiftDepth++: an efficient and lightweight model for accurate depth estimation
Ya. Dayoub, I. A. Makarov
182
About modifications of the loss function for the causal training of physics-informed neural networks
V. A. Eskin, D. V. Davydov, E. D. Egorova, A. O. Malkhanov, M. A. Akhukov, M. E. Smorkalov
193
SciRus: tiny and powerful multilingual encoder for scientific texts
N. A. Gerasimenko, A. C. Vatolin, A. O. Yanina, K. V. Vorontsov
216
Stack more LLMs: efficient detection of machine-generated texts via perplexity approximation
G. M. Gritsai, I. A. Khabutdinov, A. V. Grabovoy
228
Neural network-based coronary dominance classification of RCA angiograms
I. Kruzhilov, E. Ikryannikov, A. Shadrin, R. Utegenov, G. Zubkova, I. Bessonov
238
Environments for automatic curriculum learning: a short survey
M. I. Nesterova, A. A. Skrynnik, A. I. Panov
251
MDS-ViTNet: Improving Saliency Prediction for Eye-Tracking with Vision Transformer
I. Polezhaev, I. Goncharenko, N. Yurina
260
An empirical scrutinization of four crisp clustering methods with four distance metrics and one straightforward interpretation rule
T. A. Nalbandian, S. A. Shalileh
267
RuSciBench: open benchmark for Russian and English scientific document representations
A. C. Vatolin, N. A. Gerasimenko, A. O. Yanina, K. V. Vorontsov
284
Zero order algorithm for decentralised optimization problems
A. S. Veprikov, E. D. Petrov, G. V. Evseev, A. N. Beznosikov
295
Deep learning-driven approach for handwritten chinese character classification
B. Kriuk, F. Kriuk
313
Hiding backdoors within event sequence data via poisoning attacks
A. Ermilova, E. Kovtun, D. Berestnev, A. A. Zaytsev
325
Deforming implicit neural representation generative adversarial network for unsupervised appearence editing
S. Ignat'ev, V. Egiazarian, R. Rakhimov, E. Burnaev
337
Rethinking graph classification problem in presence of isomorphism
S. Ivanov, S. Sviridov, E. Burnaev
352


© Steklov Math. Inst. of RAS, 2026