Contents

Doklady Mathematics

Vol. 112, No. 3, 2025

MATHEMATICS

Enhancing Time-Series Modeling with Stochastic Differential Equation Discovery: An Evolutionary Approach

X. Bashkova and A. A. Hvatov p. 481  abstract

Automation of Input Control of Transistors Using Deep Learning Models and Analysis of Their Latent Space

A. S. Chernova, F. P. Meshchaninov, D. A. Zhevnenko, and Academician E. S. Gornev p. 489  abstract

Re:Frame—Retrieving Experience from Associative Memory

D. V. Zelezetsky, E. K. Cherepanov, A. K. Kovalev, and A. I. Panov p. 499  abstract

Medical Intelligence Solution for Population-Based Oncology Prevention

P. Philonenko, V. Kokh, and P. Blinov p. 506  abstract

Towards Neural Multi View 3D Reconstruction from RGB-D Data

G. Bobrovskikh, O. Voynov, and E. Burnaev p. 518  abstract

ExtraSAGA: Variance Reduction Hybrid Method for Variational Inequalities

G. Chirkov, Yu. Kabikov, D. Medyakov, G. Molodtsov, A. Shestakov, and A. Beznosikov p. 527  abstract

Dynamic Division of Labor in Hybrid AI: Contrasting Encoder Strategies and Their Impact on LSTM Modulators

A. K. Zvereva, A. V. Grabovoy, and M. S. Kaprielova p. 541  abstract

INFORMATICS

Cluster Validity across Attribute and Network Spaces: Empirical Benchmarks for Attributed Networks Clustering

S. Shalileh, E. A. Antonov, and D. A. Tsyplakova p. 553  abstract

MATHEMATICS

Evaluating the Effectiveness of Large Language Models in Identifying Communicatively Significant Errors in Papers of Students Learning Russian as a Foreign Language

V. A. Shulginov, K. S. Klokova, T. A. Yudina, T. M. Obukhova, and M. Yu. Lebedeva p. 565  abstract

Sampling of Semiorthogonal Matrices for the Muon Algorithm

E. D. Petrov, G. V. Evseev, A. V. Antonov, A. S. Veprikov, N. A. Bushkov, S. V. Moiseev, and A. N. Beznosikov p. 572  abstract

Diffusion Models for Synthetic Tabular Data Generation

E. Telesheva and M. Hushchyn p. 581  abstract

Where Semantics Meets Space: A Layer-Wise Analysis of Frozen Encoders for Efficient Polyp Segmentation

A. Taha and R. Lukmanov p. 592  abstract

Loss Barcode: A Topological Measure of Escapability in Loss Landscapes

S. A. Barannikov, D. S. Voronkova, A. Mironenko, I. Trofimov, A. Korotin, G. Sotnikov, and E. V. Burnaev p. 600  abstract

Generating Russian-Language Image Descriptions in Both Formal and Conversational Styles via a Neural-Network Ensemble

M. A. Privalov and A. S. Kozharinov p. 624  abstract

Erratum

Erratum to: Scene Graph Forecasting Using Neural Network-Based Methods

A. M. Trunova and D. A. Yudin p. 633  abstract

Erratum to: FoCAT: Foundation Model for Estimating the Conditional Average Treatment Effect

S. R. Kirpichenko, A. V. Konstantinov, and L. V. Utkin p. 634  abstract

Erratum to: MMRFiGN: An Ensemble Graph Segmentation Model for Imbalanced High-Resolution Images Informed by Multicomponent Markov Random Fields

A. K. Gorshenin and A. M. Dostovalova p. 635  abstract

Erratum to: Multi-Class Surface Generation of Complex Anatomical Structures Using Neural Networks

R. UI. Epifanov, Ya. V. Fedotova, D. R. Popov, and R. I. Mulliyazhanov p. 636  abstract

Erratum to: JDCEMB: Joint Distillation and Contrastive Learning for Embeddings in Task-Oriented Dialogue Systems

A. I. Burykina, D. R. Ledneva, and D. P. Kuznetsov p. 637  abstract