This page contains information about the research projects of students at the Intelligent Systems Department. Here you can find the titles of theses, names of advisors, links to publications, presentations and code repositories.
PhD Student
Year
Title
Advisor
Links
German Gritsai 1
Verification of artificially generated text fragments
Andrey Grabovoy, PhD Paper , Slides
Ildar Khabutdinov 1
Интеллектуальные методы оценки достоверности и качества текстов
Andrey Grabovoy, PhD Video , Slides
Nikita Kornilov 1
Методы оптимизации, устойчивые к тяжелым шумам
Alexander Gasnikov, DSc Paper , Slides
Grigoriy Ksenofontov 2
Discrete Schrödinger Bridges
Alexander Korotin, PhD Publication , Code , Slides
Master's Students (2nd year)
Student
Title
Advisor
Links
Nikita Kiselev Curvature-Aligned Probing for Local Loss-Landscape Stabilization
Andrey Grabovoy, PhD Paper , Code , Slides
Kirill Semkin
Dynamical systems time series classification
Vadim Strijov, DSc Paper , Code , Slides
Ruslan Nasyrov Analyzing large-dimensional data with a small sample size
Alexei Zaikin, PhD Paper , Code , Slides
Matvei Kreinin Medical Flow Matching for CT Translation
Andrey Grabovoy, PhD Paper , Code , Slides
Iryna Zabarianska Estimation of mutual information based on discrete diffusion bridges
Alexander Korotin, PhD Paper , Code , Slides
Maria Nikitina Spectral characteristics of autoencoder parameters as a vector representation of data
Oleg Bahteev, PhD Anton Bishuk Paper , Code , Slides
Igor Ignashin Frank–Wolfe algorithm in machine learning
Andrey Grabovoy, PhD Paper , Code , Slides
Petr Babkin
Structure Aware Neural Architecture Search for Mixture of Experts
Oleg Bakhteev, PhD Paper , Code , Slides
Daniil Dorin Декодирование визуальной информации из сигналов мозга на основе пространственно-временных характеристик
Andrey Grabovoy, PhD Paper , Code , Slides
Andrey Veprikov Optimal Control of Feedback Loops in Continual Learning
Anton Khritankov, PhD Paper , Code , Slides
Terentyev Alexander
Inverse problems in modeling neural partial differential equations
Vadim Strijov, DSc Paper , Code , Slides
Nikita Okhotnikov
Stable Rank Based Analysis of Low-Rank Adaptation: Tighter Expressivity and Generalization Bounds
Andrey Grabovoy, PhD Paper , Code , Slides
Ilgam Latypov
UCB-type Algorithm for Budget-Constrained Expert Learning
Yuriy Dorn, PhD Paper , Code , Slides
Anastasia Voznyuk Automated Text Quality Analysis based on Graph Representations
Andrey Grabovoy, PhD Paper , Code , Slides
Master's Students (1st year)
Student
Title
Advisor
Links
Dmitrii Vasilenko Jacobian Analysis of a Recurrent Transformer Block
Andrey Grabovoy, PhD Paper , Code , Slides
Denis Rubtsov Generative Models from Physical Processes
Alexander Korotin, PhD Paper , Code , Slides
Ilya Stepanov
Jacobian Analysis of a Recurrent Transformer Block
Andrey Grabovoy, PhD Paper , Code , Slides
Muhammadsharif Nabiev Heterogenous Knowledge Distillation
Oleg Bakhteev, PhD Paper , Code , Slides
Fedor Sobolevsky Automatic Hierarchical Summarization of Scientific Texts
Konstantin Vorontsov, DSc Publication 1 , Publication 2 , Paper , Code , Slides
Kasiuk Vadim Pre-normalization in transformer-looped architecture
Andrey Grabovoy, PhD Paper , Code , Slides
Ivan Papay
Implicit weak adversarial networks to solve stochastic partial differential equations
Vadim Strijov, DSc Paper , Code , Slides
Vladislav Minashkin
Extending Equilibrium Matching: Second-Order Dynamics, Latent Spaces, and Conditional Generation
Andrey Grabovoy, PhD Paper , Code , Slides
Gleb Karpeev
Experimental Validation of Jacobian Bounds for Iterative Transformers
Andrey Grabovoy, PhD Paper , Code , Slides
Meshkov Vladislav
Model Compression via Internal Regularization: A Comparative Study of Sparsity-Inducing Algorithms for Layer Pruning
Andrey Grabovoy, PhD Paper , Code , Slides
Altay Eynullayev
DAG-GFlowNets for learning structure of large bayesian nets
Sergey Samsonov, PhD Paper , Code , Slides
Bachelor's Students (4th year)
Student
Title
Advisor
Links
Alexey Kravatskiy ImprovEvolve: Ask AlphaEvolve to Improve the Input Solution and Then Improvise
Ivan Oseledets, DSc Paper , Code , Slides
Sergey Dementev
Mathematical model of hidden feedback loop
Anton Khritankov, PhD Paper , Code , Slides
Aleksandr Astakhov
Dimensionality reduction in control problems
Vadim Strijov, DSc Paper , Code , Slides
Maksim Ivanov
Few-shot structural neural network pruning using computational graph information
Oleg Bakhteev, PhD Paper , Code , Slides
Mark Ikonnikov Bayesian Causal Inference in the Convergent Cross-Mapping test
Vadim Strijov, DSc Paper , Code , Slides
Egor Petrov Loss Landscape Convergence for Transformers
Andrey Grabovoy, PhD Paper , Code , Slides
Danila Chernousov Data Complexity via Data Geometry Using Generative Models
Andrey Grabovoy, PhD Paper , Code , Slides
Matvey Karpov
Параметризация тематических моделей локального контекста
Konstantin Vorontsov, DSc Paper , Code , Slides
Anastasiia German Multimodal approximation of fMRI data based on audiovisual stimuli
Andrey Grabovoy, PhD Paper , Code , Slides
PhD Student
Year
Title
Advisor
Links
Alexey Grishanov 3
Applying Reinforcement Learning for Recommendation Platform Personalization
Konstantin Vorontsov, DSc Paper 1 , Paper 2 , Paper 3 Code , Slides
Grigoriy Ksenofontov 2
Discrete Schrödinger Bridges
Alexander Korotin, PhD Publication , Code , Slides
Konstantin Yakovlev 2
Tensor Methods in Federated Learning
Alexander Gasnikov, DSc Paper , Slides
Ildar Khabutdinov 1
Интеллектуальные методы оценки достоверности и качества текстов
Andrey Grabovoy, PhD Video , Slides
Nikita Kornilov 1
Методы оптимизации, устойчивые к тяжелым шумам
Alexander Gasnikov, DSc Paper , Slides
German Gritsai 1
Верификация искусственно сгенерированных текстовых фрагментов
Andrey Grabovoy, PhD Paper , Slides
Eduard Vladimirov
1
Оценка направленных взаимодействий в ЭЭГ через локальные якобианы в римановом пространстве ковариаций
Andrey Grabovoy, PhD Paper , Code , Slides
Master's Students (2nd year)
Student
Title
Advisor
Links
Nikita Kiselev Robust Convergence of Loss Landscapes through Distributional Averaging
Andrey Grabovoy, PhD Paper , Code , Slides
Andrey Veprikov
Optimal Control of Feedback Loops in Continual Learning
Anton Khritankov, PhD Paper , Code , Slides
Daniil Dorin Decoding Visual Information from Neural Signals: Image Reconstruction Based on Joint fMRI and EEG Analysis
Andrey Grabovoy, PhD Paper , Code , Slides
Kirill Semkin
Two robust approaches for classifying time series from dynamical systems
Vadim Strijov, DSc Paper , Code , Slides
Petr Babkin
Structure Aware Neural Architecture Search for Mixture of Experts
Oleg Bakhteev, PhD Paper , Code , Slides
Ilgam Latypov
UCB-type Algorithm for Budget-Constrained Expert Learning
Yuriy Dorn, PhD Paper , Code , Slides
Alexander Terentyev
Inverse problems in modeling neural partial differential equations
Vadim Strijov, DSc Paper , Code , Slides
Maria Nikitina Spectral characteristics of autoencoder parameters as a vector representation of data
Oleg Bahteev, PhD Anton Bishuk Paper , Code , Slides
Iryna Zabarianska Estimation of mutual information based on discrete diffusion bridges
Alexander Korotin, PhD Paper , Code , Slides
Nikita Okhotnikov More realistic expressivity bounds for low-rank adaptation
Andrey Grabovoy, PhD Paper , Code , Slides
Anastasia Voznyuk Automated Text Quality Analysis based on Graph Representations
Andrey Grabovoy, PhD Paper , Code , Slides
Ruslan Nasyrov Analyzing large-dimensional data with a small sample size
Alexei Zaikin, PhD Paper , Code , Slides
Matvei Kreinin Medical Flow Matching CT Translation
Andrey Grabovoy, PhD Paper , Code , Slides
Igor Ignashin Applications of the Frank–Wolfe Algorithm in Machine Learning
Andrey Grabovoy, PhD Demyan Yarmoshik Paper1 and Paper2 , Code , Slides
Yuri Sapronov TransPointRank: Global Learning to Rank with Attention
Alexander Gasnikov, DSc Paper , Code , Slides
Master's Students (1st year)
Student
Title
Advisor
Links
Fedor Sobolevsky
Automatic Hierarchical Summarization of Scientific Texts
Konstantin Vorontsov, DSc Publication , Paper , Code , Slides
Ivan Papay
Implicit weak adversarial networks to solve stochastic partial differential equations
Vadim Strijov, DSc Paper , Code , Slides
Vladislav Meshkov
Robust Convergence of Loss Landscapes through Distributional Averaging
Andrey Grabovoy, PhD Paper , Code , Slides
Sergey Firsov
Distillation Inductive Bias
Oleg Bakhteev, PhD Paper , Code , Slides
Muhammadsharif Nabiev
Heterogenous Knowledge Distillation
Oleg Bakhteev, PhD Paper , Code , Slides
Dmitrii Vasilenko
Spectral Norm Bounds for the Jacobian of a Recurrent Transformer Block
Andrey Grabovoy, PhD Paper , Code , Slides
Vladislav Minashkin
Extending Equilibrium Matching: Second-Order Dynamics, Latent Spaces, and Conditional Generation
Andrey Grabovoy, PhD Paper , Code , Slides
Vadim Kasiuk
Lyapunov's stability of Jacobian of an iterative transformer block
Andrey Grabovoy, PhD Paper , Code , Slides
Gleb Karpeev
Experimental Validation of Jacobian Bounds for Iterative Transformers
Andrey Grabovoy, PhD Paper , Code , Slides
Denis Rubtsov
Convergence of Accelerated Gradient Methods under Generalized Smoothness and Relative Inexactness
Alexander Tyurin, PhD Paper , Code , Slides
Ilya Stepanov
Jacobian Analysis of a Recurrent Transformer Block
Andrey Grabovoy, PhD Paper , Code ,
Altay Eynullayev
DAG-GFlowNets and MCMC methods for Bayesian Structure Learning
Sergey Samsonov, PhD Paper , Code , Slides
Bachelor's Students (4th year)
Student
Title
Advisor
Links
Maksim Ivanov
Surrogate-based neural network structural pruning
Oleg Bakhteev, PhD Paper , Code , Slides
Daniil Kazachkov Pairs Reconstruction
Alexander Korotin, PhD Paper , Code , Slides
Alexey Kravatskiy The Ky Fan Norms and Beyond: Dual Norms and Combinations for Matrix Optimization
Ivan Oseledets, DSc Paper , Code , Slides
Alexander Udeneev Surrogate assisted diversity estimation in NES
Oleg Bakhteev, PhD GitHub , LinkReview , Paper , Slides
Aleksandr Astakhov Снижение размерности латентного пространства в задачах управления
Vadim Strijov, DSc GitHub , Paper , Slides
Danila Chernousov Estimating curvature of data manifold
Andrey Grabovoy, PhD GitHub , Code , Slides
Matvey Karpov
Training information retrieval models using domain knowledge
Konstantin Vorontsov, DSc Paper , Code , Slides
Anastasiia German Multimodal approximation of fMRI data based on audiovisual stimuli
Andrey Grabovoy, PhD Paper , Code , Slides
Mark Ikonnikov Bayesian Causal Inference in the Convergent Cross-Mapping test
Vadim Strijov, DSc Paper , Code , Slides
Egor Petrov Closing the Curvature Gap: Full Transformer Hessians and Their Implications for Scaling Laws
Andrey Grabovoy, PhD GitHub , Paper , Code , Arxiv , Slides
Roman Shevchuk Analysis of the Relationship Between Electroencephalography (EEG) and Functional Magnetic Resonance Imaging (fMRI) Signals
Andrey Grabovoy, PhD GitHub , Paper , Code , Slides
Sergei Dementyev Self-organization effects in recommender systems
Anton Khritankov, PhD GitHub , Paper , Code , Slides
Master's Students (2nd year)
Student
Title
Advisor
Links
Nikita Kornilov
Optimal Flow Matching: Learning Straight Trajectories in Just One Step
Gasnikov A.V.
Publication , Slides , Paper , Code
Galina Boeva
Efficient aggregation by labels for the problem of event sequences
Zaytsev A. A. Publication , Slides , Paper , Code
Vladimirov Eduard
Generative causal inference for Brain-Computer Interfaces
Strijov V. V.
Paper , Slides , Code
Bair Mikhailov
Development of Machine Learning Methods for Radiology in Brain Evolution Research
Dylov D.V Paper , Slides , Code
Arina Chumachenko
Preventing Overfitting in Subject-Driven Text-to-Image Diffusion: Regularization of Embedding and Attention Maps
Oseledets I.V. Paper , Slides , Code
German Gritsai
Verification of artificially generated text fragments
Grabovoy A. V. Paper , Slides , Code
Ildar Khabutdinov
Исправление грамматических ошибок в домене низкоресурсных языков
Grabovoy A.V. Publication , Publication , Slides
Marat Khusainov
Understanding the Plasticity of Neural Networks Employed in GFlowNets
Samsonov S.V.
Paper , Slides , Code
Petrushina Kseniia
Detection of Multimodal Hallucinations Based on Internal Representations and Activations of Models
Panchenko A. I. Publication 1 Publication 2 , Slides , Paper , Code
Master's Students (1st year)
Student
Title
Advisor
Links
Dorin Daniil
Enhancing fMRI Data Decoding with Spatiotemporal Characteristics in Limited Dataset
Grabovoy A.V. Paper , Slides , Code
Nikitina Maria
Методы векторного представления глубоких генеративных моделей
Bakhteev O. Yu. Bishuk A. Yu. Paper , Code , Slides
Latypov Ilgam
Functional multi-armed bandit and the best function identification problems
Y.V. Dorn Paper , Paper Int Slides , Code
Semkin Kirill
Time series classification approaches through NeuralODE
Strijov V.V
Paper , Code , Slides
Nikita Kiselev
Unraveling the Hessian: A Key to Smooth Convergence in Loss Function Landscapes
Grabovoy A.V. Paper , Code , Slides
Igor Ignashin
Theory for Adaptive Loss Scaling
Grabovoy A.V. Paper , Code , Slides
Andrey Veprikov
Оптимальное управление в системах машинного обучения с обратной связью: предотвращение деградации и оттока пользователей
Khritankov A.S. Paper , Code , Slides
Okhotnikov Nikita
Low rank attention denoising
Grabovoy A.V. Paper , Slides , Code
Voznyuk Anastasia
Анализ внутренних представлений языковых моделей для поиска сгенерированных документов
Grabovoy A.V. Paper 1 , Paper 2 Code , Slides
Terentyev Alexander
Inverse problems in modeling neural partial differential equations
Strijov V.V. Paper , Code , Slides
Babkin Petr
Position Informed Convolution for Multi-Agent Computer Vision
Shubin N.Y.
Paper , Code , Slides
Nasyrov Ruslan
Marked Temporal Point Process with Neural ODE
Zaytsev A. A. Paper , Code , Slides
Kreinin Matvei
Нормализирующие потоки для перевода КТ изображений
Grabovoy A.V. Paper , Code , Slides
Zabarianska Iryna
Параметрические методы решения задачи о мосте Шредингера
Korotin A.A. Paper , Code , Slides
Sapronov Yuri
Solving the Ranking Problem Using Continuous Optimization Methods
Gasnikov A.V. Paper , Code , Slides
Bachelor's Students (4th year)
Student
Title
Advisor
Links
Firsov Sergey
Neural architecture search with target hardware control
Bakhteev O. Y. Paper , Code , Slides
Zadvornov Egor
Forecasting social trends with high volatility
Malkov A. S.
Paper , Code , Slides
Meshkov Vladislav
ConvNets Landscape Convergence: Hessian-Based Analysis of Matricized Networks
Grabovoy A.V. Paper , Code , Slides
Papay Ivan
Ordinal Classification Using Partially Ordered Feature Sets
Strijov V.V. Code Paper Slides
Nabiev Muhammadsharif
Inductive Bias in Model Selection
Bakhteev O. Y. Paper , Code , Slides
Anastasiia Linich
Топологический анализ математических доказательств, генерируемых большими языковыми моделями на формальном языке Lean4
Barannikov S.A.
Code , Paper , Slides
Rubtsov Denis
Сходимость с оценкой вероятностей больших отклонений для задач выпуклой оптимизации и седловых задач в условиях повышенной гладкости
Gasnikov A.V. Paper , Code , Slides
Khafizov Fanis
Adaptive Compression in Distributed Optimization
Beznosikov A.N. Paper , Code , Slides
Eynullayev Altay
Forecasting models in riemannian phase space
Strijov V.V. Paper , Code , Slides
Karpeev Gleb
Порождающие модели для прогнозирования наборов временных рядов
Strijov V.V. Code , Paper , Slides
Stepanov Ilya
Using Synthetic Data Obtained by Generative Neural Networks to Improve the Quality of Detection Models
Grabovoy A.V. Paper , Code , Slides
Rebrikov Alexey
Investigation of Neural Network Sparsification Mechanisms Based on Weight Importance
Beznosikov A.N. Paper , Code , Slides
Fedor Sobolevsky
Application of Large Language Models for Hierarchical Summarization of Scientific Texts
Vorontsov K.V. Code ,Paper , Slides
Kasiuk Vadim
Application of compression operators in distributed optimization problems
Beznosikov A.N. Paper , Code , Slides
Master's Students (2nd year)
Student
Title
Advisor
Links
Galina Boeva
Efficient aggregation by labels for the problem of event sequences
Zaytsev A. A. Publication , Paper , Slides , Code
Nikita Kornilov
Optimal Flow Matching: Learning Straight Trajectroies in Just One Step
Gasnikov A.V. Publication , Paper , Slides , Code
Eduard Vladimirov
Generative Causal Inference for BCI
Strijov V.V.
Paper , Slides , Code
Arina Chumachenko
Controlled Image Editing Mechanisms Based on Diffusion Models
Oseledets I.V. Paper , Slides , Code
Marat Khusainov
Understanding the plasticity of neural networks employed in GFlowNets
Samsonov S.V.
Paper , Slides , Code
Kseniia Petrushina
Detection of Hallucinations in Multimodal Models Based on Internal Representations
Alexander Panchenko Paper , Slides , Code
German Gritsai
Verification of artificially generated text fragments
Grabovoy A. V. Paper 1 , Paper 2 , Paper 3 , Slides , Code
Ildar Khabutdinov
Исправление Грамматических Ошибок в Домене Низкоресурсных Языков
Grabovoy A. V. Paper 1 , Paper 2 , Slides
Bair Mikhailov
Сегментация и объяснимое машинное обучение в задачах радиологии
Dylov D.V Slides , Poster , Code
Master's Students (1st year)
Student
Title
Advisor
Links
Nikita Kiselev
Unraveling the Hessian: A Key to Smooth Convergence in Loss Function Landscapes
Grabovoy A.V. Paper , Code , Slides
Daniil Dorin
Декодирование визуальных стимулов из мультимодальных сигналов мозга
Grabovoy A.V. Publication , Paper1 , Paper2 , Code1 , code2 , Slides
Kirill Semkin
Time series classification in parameters space using NeuralODE
Strijov V.V.
Paper ,Code ,Slides ,
Andrey Veprikov
The optimal control problem in artificial intelligence systems with feedback loop
Khritankov A.S. Paper , Code ,Slides
Ilgam Latypov
γ-Competitiveness: An Approach to Multi-Objective Optimization with High Computation Costs in Lipschitz Functions
Dorn Y.V. Paper , Publication , Code , Slides
Ignashin Igor
Stochastic Correspondences Frank-Wolfe
Grabovoy A.V. Paper , Code , Slides
Babkin Petr
Position Informed Convolution for Multi-Agent Curve Detection
Shubin N.Y.
Paper1 , Code1 , Paper2 , Code2 , Slides
Terentyev Alexander
Inverse problems in modeling neural partial differential equations
Strijov V.V. Paper , Code , Slides
Nasyrov Ruslan
Decomposition of uncertainty in neural networks
Zaytsev A. A. Paper , Code , Slides
Zabarianska Iryna
Параметрические методы решения задачи о мосте Шредингера
Alexander Korotin Paper , Code , Slides
Nikitina Maria
Методы векторного представления глубоких генеративных моделей
Bakhteev O. Yu. Bishuk A. Yu. Paper , Code , Slides
Kreinin Matvei
Генерация обучающей выборки с помощью ограниченного набора данных
Grabovoy A.V. Paper , Code , Slides
Sapronov Yuri
Solving the ranking problem with continuous optimization methods
Gasnikov A. V. Paper , Code , Slides
Voznyuk Anastasia
Анализ неопределенности и внутренних представлений языковых моделей для поиска сгенерированных документов
Grabovoy A.V. Paper 1 , Paper 2 , Paper 3 , Code , Slides
Okhotnikov Nikita
Improving algorithmic alignment with autoregressive memory
Grabovoy A.V. Slides , Code , Paper
Bachelor's Students (4th year)
Student
Title
Advisor
Links
Papay Ivan
Ordinal Classification Using Partially Ordered Feature Sets
Strijov V.V. Code Paper Slides
Meshkov Vladislav
ConvNets Landscape Convergence: Hessian-Based Analysis of Matricized Networks
Grabovoy A.V. Paper , Code , Slides
Stepanov Ilia
The use of synthetic data obtained using a generative neural network to improve the quality of detection models
Grabovoy A.V. Paper , Code , Slides
Nabiev Muhammadsharif
Inductive Bias in Model Selection
Bakhteev O. Y.
Paper , Code , Slides
Zadvornov Egor
Forecasting social trends with high volatility
Malkov A. S.
Paper , Code , Slides
Rebrikov Aleksei
Investigation of Neural Network Sparsification Mechanisms Based on Weight Importance
Beznosikov A.N. Paper , Code , Slides
Firsov Sergey
Neural architecture search with target hardware control
Bakhteev O. Y. Paper , Code , Slides
Khafizov Fanis
Adaptive Compression in Distributed Optimization
Beznosikov A.N. Paper , Code , Slides
Eynullayev Altay
Forecasting models in riemannian phase space
Strijov V.V. Paper , Code , Slides
Rubtsov Denis
Сходимость с оценкой вероятностей больших отклонений для задач выпуклой оптимизации и седловых задач в условиях повышенной гладкости
[Gasnikov A.V.]
Paper , Code , Slides
Kasiuk Vadim
Application of compression operators in distributed optimization problems
Beznosikov A.N. Paper , Code , Slides
Fedor Sobolevsky
Application of Large Language Models for Hierarchical Summarization of Scientific Texts
Vorontsov K.V. Code ,Paper , Slides
Anastasiia Linich
Топологический анализ математических доказательств, генерируемых большими языковыми моделями на формальном языке Lean4
Barannikov S.A.
Code , Paper , Slides
Karpeev Gleb
Порождающие модели для прогнозирования (наборов временных рядов) в метрическом вероятностном пространстве
Strijov V.V. Code , Paper , Slides
PhD Student
Year
Title
Advisor
Links
Vasiliy Alekseev 4
Incompleteness and Instability of Topic Models
Vorontsov K.V. Paper1 , Paper2 , Paper3 ; Slides1 , Slides2
Novitskii Vasilii
3
New Bounds for One-point Oracle in Stochastic Gradient-free Optimization
Gasnikov A.V. Paper 1 , Paper 2 , Paper 3 , Slides , Code , Text
Alexey Grishanov
2
Applying Reinforcement Learning for Recommendation Platform Personalization
Vorontsov K.V. Paper 1 , Paper 2 , Code , Slides
Panchenko Sviatoslav
2
Graph diffusion models for the task of brain signal decoding
Strijov V.V. Code , Slides , Paper1
Pavel Severilov
2
Decoding of multimodal signals of brain activity
Strijov V.V. Paper1 Paper2 Thesis , Code , Slides Paper1
Denis Tikhonov
2
Attractor reconstruction for linearized system with miltilinear map
Strijov V.V. Code , Slides Paper1
Viktor Pankratov
1
Probabilistic topic modeling
Vorontsov K.V. Paper ,Code ,Slides
Master's Students (2nd year)
Student
Title
Advisor
Links
Klypa Roman
Generative modeling for protein structure and interactions
Grudinin S.V. Paper , Slides , Code
Kovaleva Maria
Addition of external information for enhancement of local embeddings for event sequences data models
Zaytsev A. A. Paper , Thesis , Slides , Code
Grigoriy Ksenofontov
Adversarial Schrödinger Bridges
Roman Isachenko Code , Slides , Draft , Draft
Konstantin Yakovlev
Concordant Neural Architecture Search on Multidomain Data
Bakhteev O. Y.
Paper , Slides , Code
Tolmachev Alexander
Information Bottleneck Analysis of Deep Neural Networks
Alexey Frolov Paper , Paper2 , Slides
Polina Barabanshchikova
Tverberg type theorems
Polyanskii A.A. Draft , Slides , Code
Alkin Emil
Expressive Power of Recurrent Neural Networks, II
Ivan Oseledets Draft , Slides , Code
Master's Students (1st year)
Student
Title
Advisor
Links
Boeva Galina
Label Attention Network for Temporal Sets prediction
Zaytsev A. A. Full Paper Paper , Slides , Code
Chumachenko Arina
Machine learning methods for functional brain mapping
Sharaev M. G. Paper , Slides , Code
Marat Khusainov
Adaptive sampling methods using diffusion models
Samsonov S.V. Paper , Slides , Code
Kornilov Nikita
Optimal Flow Matching
Gasnikov A.V.
Paper , Slides , Code
Kseniia Petrushina
Quantifying image realism via language model reasonings
Alexander Panchenko Paper , Slides , Code
Parviz Karimov
Representation learning for collections of data
Isachenko R.V. Paper , Slides , Code
Dmitry Protasov
Automatic Music Transcription
Ivan Matveev
Paper , Slides , Code
German Gritsai
Automatic Detection of Machine Generated Texts
Grabovoy A. V. Paper 1 , Paper 2 , Slides
Bachelor's Students (4th year)
Student
Title
Advisor
Links
Nikita Kiselev
Bayesian Sample Size Estimation
Grabovoy A. V. Thesis , Paper 1 , Code 1 , Paper 2 , Code 2 , Slides
Andrey Veprikov
A Mathematical Model of the Hidden Feedback Loop Effect in Machine Learning Systems
Khritankov A.S. Paper , Code , Slides
Ilgam Latypov
Balancing Efficiency and Interpretability: A New Approach to Multi-Objective Optimization with High Computation Costs in Lipschitz Functions
Dorn Y.V. Paper , Code , Slides
Anna Remizova
reducing the dimension of the space of the trainable parameters in the domain adaptation problem
Grabovoy A. V. Paper , Code , Slides
Anastasia Voznyuk
Detection of machine-generated fragments based on text style change analysis
Grabovoy A. V. Paper , Code , Slides
Dorin Daniil
Spatial-temporal characteristics in the time series decoding
Grabovoy A. V. Paper 1 , Code 1 , Paper 2 , Code 2 , Slides
Semkin Kirill
Tensor decomposition and forecast for multidimensional time series
Strijov V.V. Paper , Code , Slides
Nikitina Maria
Analysis of distribution bias in contrastive learning
Isachenko R.V. Paper , Code , Slides
Babkin Petr
Differential Neural Ensemble Search with Diversity Control
Bakhteev O.Yu. Paper , Code , Slides
Ignashin Igor
Bayesian distillation of transformer-based models
Grabovoy A. V. Paper , Code , Slides
Terentyev Alexander
Classification of trajectories of dynamic systems using physically-informed neural networks
Strijov V.V. Paper , Code , Slides
Matvei Kreinin
Methods with preconditioning and weight decaying
Beznosikov A.N. Paper , Code , Slides
Alexander Bogdanov
Application of zero-order stochastic approximation with memoization technique in the Frank-Wolfe algorithm
Beznosikov A.N. Paper , Code , Slides
Okhotnikov Nikita
Interconnected latent representations for outfit generation task
Isachenko R.V. Paper , Code , Slides
Oleinik Mikhail
Knowledge distillation in deep neural networks using model structure alignment methods
Bakhteev O.Y. Paper , Code , Slides
PhD Student
Year
Title
Advisor
Links
Viktor Pankratov
1
Probabilistic topic modeling
Vorontsov K.V. Paper ,Code ,Slides
Pavel Severilov
2
Decoding of multimodal signals of brain activity
Strijov V.V. Paper , Code , Slides
Alexey Grishanov
2
Applying Reinforcement Learning for Recommendation Platform Personalization
Vorontsov K.V. Paper 1 , Paper 2 - under review , Code , Slides
Novitskii Vasilii
3
New Bounds for One-point Oracle in Stochastic Gradient-free Optimization
Gasnikov A.V. Paper 1 , Paper 2 , Paper 3 , Slides , Code
Vasiliy Alekseev
4
Incompleteness and Instability of Topic Models
Vorontsov K.V. Conf1 (Slides1 ), Slides2
Tikhonov Denis
2
Dimensionality reduction of tensor phase spaces in nonlinear dynamical system reconstruction
Strijov V.V. (Slides ), Code
Panchenko Sviatoslav
2
Graph Diffusion models for human brain activity decoding
Strijov V.V. Paper , Slides , Code
Master's Students (2nd year)
Student
Title
Advisor
Links
Rustem Islamov
Distributed Newton-Type Methods with Communication Compression and Bernoulli Aggregation
Strijov V.V. , Richtarik P. Paper , Code , Slides
Kovaleva Maria
Addition of global information for enhancement of local embeddings for transactional data models
Zaytsev A.A Paper , Slides
Tolmachev Alexander
Information Bottleneck Analysis of Deep Neural Networks
Alexey Frolov Paper , Slides
Klypa Roman
Generative modeling for protein structure and interactions
Grudinin S.V. Slides , Code
Polina Barabanshchikova
Tverberg type theorems
Polyanskii A.A. Paper , Slides
Konstantin Yakovlev
Concordant Neural Architecture Search on Multidomain Data
Bakhteev O. Y.
Paper , Slides , Code
Grigoriy Ksenofontov
Adversarial Schrödinger Bridges
Roman Isachenko Code , Slides , Draft
Alkin Emil
Expressive Power of Recurrent Neural Networks, II
Ivan Oseledets Draft , Slides , Code
Master's Students (1st year) | Student | Title | Advisor | Links |
| :------------------ | :--------------------------------------------------------------------------------------------------------------------------- | :-------------------------------------------------------------------------------- | :------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | :------------------------------------------------------------------------------------- |
| Yakovlev Konstantin | Concordant Neural Architecture Search on Multidomain Data | Bakhteev O. Y. | Paper , Code , Slides |
| Galina Boeva | Identifying the relationship between labels using an attention-based algorithm for the Next Basket Recommendation task | Zaytsev A.A | Paper Code Slides |
| Bair Mikhailov | Undersampled MRI Reconstruction | Dylov D.V | Slides |
| Pavel Bartenev | MRI data augmentation via conditional generative 3D inpainting | Maxim Sharaev | Slides Code |
| Kseniia Petrushina | Detection of hallucinations of language models | Alexander Panchenko | Slides Code |
| Arina Chumachenko | Machine learning methods for functional brain mapping | Maxim Sharaev | Slides | Code |
| Nikita Kornilov | Intermediate Gradients Methods with Relative Inexactness | Alexandr Gasnikov | Slides Code Paper |
| Dmitry Protasov | Automatic Music Transcription | Ivan Matveev | Slides Code Draft |
| Parviz Karimov | Representation learning for data point groups | Roman Isachenko | Slides Draft |
| Eduard Vladimirov | Adversarial attacks on neural networks for time series | Zaytsev A.A | Slides Code Draft |
| Zharov Georgiy | Search for an effective architecture for solving the problem of obtaining multimodal embeddings for three or more modalities | | Slides Code |
Bachelor's Students (4th year)
Student
Title
Advisor
Links
Antyshev Tikhon
Gradient Sliding for Saddle Point problems with one composite
Gasnikov A. V.
Code Paper Slides
Kiselev Nikita
Bayesian Sample Size Estimation
Grabovoy A. V. Paper , Code , Slides
Kreinin Matvei
On methods with preconditioning and weight decaying
Beznosikov A. N. Paper , Code , Slides
Ilgam Latypov
Research On multicriteria optimization using Shapley Value
Dorn Y.V. Paper , Code , Slides
Anastasiia Vozniuk
Detection of Machine-Generated Fragments in Text
Grabovoy A.V. Paper , Code , Slides
Terentyev Alexander
Classification of trajectories of dynamic systems with physics-informed neural networks
Strijov V.V. Paper , Code , Slides
Veprikov Andrey
A mathematical model of the hidden feedback loop effects in machine learning systems
Khritankov A.S. Paper , Code , Slides
Ignashin Igor
Bayesian distilation of transformer-based models
Grabovoy A.V. Paper , Code , Slides
Remizova Anna
Altering latent representation in the audio style transfer task
Grabovoy A.V. Paper , Code , Slides , Paper handwritten draft
Babkin Petr
Differential neural ensemble search with diversity control
Bakhteev O.Y.
Paper , Code , Slides
Nikitina Maria
Analysis of distribution bias in contrastive learning
Isachenko R.V. Paper , Code , Slides
Oleinik Mikhail
Knowledge distillation in deep neural networks using model structure alignment methods
Bakhteev O.Y. Paper , Code , Slides
Semkin Kirill
Tensor-SSA method in application to time series decomposition
Strijov V.V. Paper , Code , Slides
Bogdanov Alexander
New Aspects of Black Box Conditional Gradient: Variance Reduction and One Point Feedback
Beznosikov A. N. Paper , Code , Slides
Dorin Daniil
Spatial-temporal characteristics in the time series decoding
Grabovoy A. V. Paper , Code , Slides
Okhotnikov Nikita
Interconnected latent representations for outfit generation task
Isachenko R.V. Paper , Code , Slides
PhD Student
Year
Title
Advisor
Links
Pavel Severilov
1
Decoding of multimodal signals of brain activity
Strijov V.V. Code , Slides
Grishanov Alexey
1
Applying Reinforcement Learning for Recommendation Platform Personalization
Vorontsov K.V. Paper , Code , Slides
Panchenko Sviatoslav
1
Graph Diffusion Models for the Task of Signal Decoding
Strijov V.V. Paper (Translated, draft) , Code , Slides (IDP conf.)
Vasilii Novitskii
2
New Bounds for One-point Oracle in Stochastic Gradient-free Optimization
Gasnikov A.V. Paper 1 , Paper 2 , Slides , Code
Alina Samokhina
2
Continous-in-time representations of signals
Strijov V.V. Code old , Paper draft , Slides
Vasiliy Alekseev
3
Incompleteness and Instability of Topic Models
Vorontsov K.V. Paper (draft) , Slides
Aleksei Goncharov
4
Space-time series alignment models
Strijov V.V. Papers , Slides , Thesis
Petr Ostroukhov
4
Tensor Methods for Convex Functions Minimization
Gasnikov A.V. Paper , Slides
Denis Kuznetsov
4
Neural network models of dialogue on general topics
Burtsev M.S. Paper with Code
Radoslav Neychev
4
Informative prior in privileged learning
Strijov V.V. Old paper , Paper 1 , New paper 2 (in blind review for now)
Master's Students (2nd year)
Student
Title
Advisor
Links
Rustem Islamov
Distributed Newton-Type Methods with Communication Compression and Bernoulli Aggregation
Strijov V.V. , Richtarik P. Paper , Code , Slides
Filatov Andrei
Text interfaces for event sequences
Strijov V.V. Paper , Slides
Shokorov Viacheslav
Bootstrapping of neural network ensembles
Vetrov D.P.
Text (draft) Slides , Code
Safiullin Robert
Multimodel representation of dynamic systems
Strijov V.V. Paper Slides , Code
Bishuk Anton
Controlled Graph Generation
Zukhba A.V. Paper , Code , Slides
Pankratov Viktor
Probabilistic topic modeling
Vorontsov K.V. Paper , Code , Slides
Grebenkova Olga
Automatic detection of focal cortical dysplasia for sparse data representation
Burnaev E Draft , Code , Slides Paper
Nadezhda Alsahanova
Selection of tensor representations for multiview forecasting
Strijov V.V. Draft , Code , Slides
Master's Students (1st year) Bachelor's Students (4th year)
Student
Title
Advisor
Links
Antyshev Tikhon
Gradient Sliding for Saddle Point problems with one composite
Gasnikov A. V.
Code Paper Slides
Kornilov Nikita
Gradient Free Methods for Non-Smooth Convex Stochastic Optimization with Heavy Tails on Convex Compact
Gasnikov A. V.
Code Paper Slides
Lukyanenko Ivan
Detection of manipulations and its targets in news texts
Vorontsov K.V. Code , Text , Slides
Zharov Georgiy
Classification of manipulative fragments in news texts
Vorontsov K.V. Code , Slides
Vladimirov Eduard
Choosing a state space model in a neural decoding problem
Strijov V.V.
Code1 , Code2 , Slides
Molozhavenko Alexander
Solution of a block multidimensional eigenvalues search problem
Gasnikov A.V.
Slides , Code
PhD Student
Year
Title
Advisor
Links
Vasiliy Alekseev
3
Incompleteness and Instability of Topic Models
Vorontsov K.V. Paper , Paper (conf.)
Grishanov Alexey
1
Applying Reinforcement Learning for Recommendation Platform Personalization
Vorontsov K.V. Paper , Code , Slides (Sber AI Lab seminar)
Panchenko Sviatoslav
1
Graph Diffusion Models for the Task of Signal Decoding
Strijov V.V. Paper (Article, draft) , Code , Slides (IDP conf.)
Denis
1
Dimension reduction of tensor phase spaces in dynamical system simulation
Strijov V.V. Paper , Code, Slides
Alina Samokhina
2
Continous-in-time representations of signals
Strijov V.V. Code old , Paper published , Paper draft , Slides
Vasilii Novitskii
2
New Bounds for One-point Oracle in Stochastic Gradient-free Optimization
Gasnikov A.V. Paper 1 , Paper 2 , Slides , Code
Polina Potapova
3
Topic modeling for multilingual topic search
Vorontsov K.V. Paper , Code
Master's Students (2nd year)
Student
Title
Advisor
Links
Andrei Filatov
Infinite transformers
Strijov V.V. Paper , Code , Slides
Rustem Islamov
Distributed Newton-Type Methods with Communication Compression and Bernoulli Aggregation
Strijov V.V. , Richtarik P. Paper , Code , Slides
Bishuk Anton
Controlled Graph Generation
Zukhba A.V. Paper , Code , Slides
Grebenkova Olga
Automated detection of focal cortical dysplasia
Burnaev E Slides Acceptance letter
Safiullin Robert
Multimodel representation of dynamic systems
Strijov V.V. Paper , Code , Slides
Shokorov Viacheslav
Deep ensembles bootstrapping
Vetrov D.P.
Notes , Code
Pankratov Viktor
Probabilistic topic modeling
Vorontsov K.V. Paper , Code , Slides
Alsahanova Nadezhda
Selection of tensor representations for multiview forecasting
Strijov V.V. Paper , Code , Slides
Master's Students (1st year) Bachelor's Students (4th year)
Student
Title
Advisor
Links
Eduard Vladimirov
Ways to account for data noise in a Neural ODE model
Strijov V.V. Paper , Code , Slides
Antyshev Tikhon
Zero-order Mirror Descent for Saddle Point Problems
Gasnikov A.V. Paper , Code , Slides
Ivan Lukyanenko
Joint NER and RE in manipulation news
Vorontsov K.V.
Code Slides
Kornilov Nikita
Gradient Free Optimization with Infinite Variance
Gasnikov A.V. Paper , Slides
Georgiy Zharov
Search for manipulations and their relations with named entities in texts
Vorontsov K.V.
Slides
Molozhavenko Alexander
Solution of a block multidimensional eigenvalues search problem
Gasnikov A.V.
Slides , Code
PhD Student
Year
Title
Advisor
Links
Andrey Grabovoy
1
Bayesian Distilation
Strijov V.V. Code , Thesis
Alina Samokhina
1
Continous-time representation for signal decoding
Strijov V.V. Code , Paper , Slides
Nikitin Filipp
2
Generation and selection of graph neural network models in the problem of organic chemistry
Strijov V. V. Code
Polina Potapova
2
Topic modeling for multilingual topic search
Vorontsov K.V. Paper , Code
Vasiliy Alekseev
2
Incompleteness and Instability of Topic Models
Vorontsov K.V. Paper (not visible) , Code (private)
Ostroukhov Petr
3
Tensor methods for convex optimization
Gasnikov A.V. Paper 1 , Paper 2
Kamil Safin
3
Combined methods for text plagiarism detection
Chehovich Y.V.
Paper
Denis Kuznetsov
3
Neural network models of dialogue on general topics
Burtsev M.S. Paper_1 , Paper_2
Ilia Zharikov
4
Neural network methods for document image recognition
Vorontsov K.V. Paper , Code , Slides
Alex Goncharov
3
Space-time series alignment models
Strijov V.V. Papers , Slides
Master's Students (2nd year)
Student
Title
Advisor
Links
Petr Mokrov
Wasserstein gradient flows: modeling and applications
Burnaev E.V. Paper , Code , Slides
Denis Tikhonov
Quasiperiodic time signals classification with spherical harmonics
Strijov V.V. Paper , Code, Slides
Natalia Varenik
Building a connectivity map of functional groups in the problem of decoding brain signals
Strijov V.V. Paper , Code , Slides
Alexey Grigorev
Regularization of neural layer via construction of frame in parameter space
Gneushev A.N. Slides , Code , Paper
Kolesov Aleksandr
Adverasrial method for Transfer Learning based on Optimal Transport
Bakhteev O.Y Paper , Code , Slides
Severilov Pavel
Choosing the optimal model in the problem of modeling dynamics of a physical system by neural networks
Strijov V.V. Paper Slides Code Paper2
Panchenko Sviatoslav
Bilinearity of geometric product for the task of signal decoding
Strijov V.V. Paper , Slides Code
Grishanov Alexey
Application of Reinforcement Learning for recommendation system personalization
Vorontsov K.V. Paper , Slides , Сode
Master's Students (1st year) Bachelor's Students (4th year)
Student
Title
Advisor
Links
Mariya Gorpinich
Metaparameter optimization in knowledge distillation
Bakhteev O.Yu.
Code , Slides , Paper
Vyacheslav Gorchakov
Importance Sampling Approach to Chance-Constrained DC Optimal Power Flow
Maximov Y.V.
Paper , Code , Slides
Antonina Kurdyukova
Dimensionality reduction of the phase space in canonical correlation analisys
Strijov V.V., Isachenko R.V.
Code , Slides , Paper
Anton Pilkevich
Optimization of the criterion given by the neural network model in the text detoxification task
Strijov V.V. (Popov A.S.)Code , Slides ,Paper
Konstantin Yakovlev
Selection of concordant architectures with complexity control
Bakhteev O.Y.
Paper Code , Slides
Khristolyubov Maxim
Approximation of the phase trajectory of the time series
Strijov V.V. Paper Code , Slides
Master's Students (2nd year) Master's Students (1st year) Bachelor's Students (4th year)
Student
Title
Advisor
Links
Antonina Kurdyukova
Phase detection of human motions with signals of wearable devices
Strijov V.V. Paper , Code , Slides
Anton Pilkevich
Clustering of news text messages based on polar opinions
Vorontsov K.V.
Gorpinich Mariya
Metaparameter optimization in knowledge distillation
Bakhteev O.Yu. Paper , Code , Slides
Vyacheslav Gorchakov
Importance Sampling Approach to Chance-Constrained DC Optimal Power Flow
Maximov Y.V.
Paper , Code
Konstantin Yakovlev
Selection of concordant architectures with complexity control
Bakhteev O.Y.
Code , Slides