Research Publications | DSML Kazakhstan

Adversarial Robustness in Machine LearningExplainable Artificial Intelligence (XAI)Generative Adversarial Networks and Image SynthesisLinear discriminant analysis

Arman Bolatov

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Deep Linear Discriminant Analysis Revisited

arXiv (Cornell University)Jan 4, 2026DOI: 10.48550/arxiv.2601.01619OpenAlex

Generative Adversarial Networks and Image SynthesisFace recognition and analysisMachine Learning and Data ClassificationLinear discriminant analysis

Arman Bolatov

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Fourier Approximation of magMEMS Oscillations: Neural Network Space Handling

MicromachinesNov 28, 2025DOI: 10.3390/mi16121355OpenAlex

Advanced MEMS and NEMS TechnologiesPiezoelectric Actuators and ControlControl and Stability of Dynamical SystemsArtificial neural network

Arman Bolatov

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Overspecified Mixture Discriminant Analysis: Exponential Convergence, Statistical Guarantees, and Remote Sensing Applications

ArXiv.orgOct 30, 2025DOI: 10.48550/arxiv.2510.27056OpenAlex

Bayesian Methods and Mixture ModelsMachine Learning and AlgorithmsRemote-Sensing Image ClassificationMixture model

Arman Bolatov

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Preconditioned Norms: A Unified Framework for Steepest Descent, Quasi-Newton and Adaptive Methods

ArXiv.orgOct 12, 2025DOI: 10.48550/arxiv.2510.10777OpenAlex

Stochastic Gradient Optimization TechniquesMachine Learning in Materials ScienceParallel Computing and Optimization TechniquesAffine transformation

Arman Bolatov

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Learning Overspecified Gaussian Mixtures Exponentially Fast with the EM Algorithm

Lecture Notes in Computer ScienceSep 30, 2025DOI: 10.1007/978-3-032-06078-5_19OpenAlex

Bayesian Methods and Mixture ModelsAlgorithms and Data CompressionBlind Source Separation TechniquesInitialization

Zhenisbek Assylbekov

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Optimizing dynamic pull-in threshold and periodic trajectories for magnetically actuated MEMS (magMEMS) in wearable sensors

Frontiers in PhysicsSep 23, 2025DOI: 10.3389/fphy.2025.1638299OpenAlex

Advanced Sensor and Energy Harvesting MaterialsNon-Invasive Vital Sign MonitoringTactile and Sensory InteractionsWearable computer

Arman Bolatov

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Filling the Gap for Uzbek: Creating Translation Resources for Southern Uzbek

ArXiv.orgAug 20, 2025DOI: 10.48550/arxiv.2508.14586OpenAlex

Central Asia Education and CultureEducation, Innovation and Language StudiesEconomic and Industrial DevelopmentUzbek

Abror Shopulatov

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Convergence of the EM algorithm in KL distance for overspecified Gaussian mixtures

Statistical PapersAug 19, 2025DOI: 10.1007/s00362-025-01749-zOpenAlex

Bayesian Methods and Mixture ModelsBlind Source Separation TechniquesTarget Tracking and Data Fusion in Sensor NetworksConvergence (economics)

Zhenisbek Assylbekov Arman Bolatov

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Classifier Performance on Long‐Tail Distributions

Statistical Analysis and Data Mining The ASA Data Science JournalAug 1, 2025DOI: 10.1002/sam.70037OpenAlex

Anomaly Detection Techniques and ApplicationsFace and Expression RecognitionBayesian Methods and Mixture ModelsClassifier (UML)

Zhenisbek Assylbekov Arman Bolatov

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Concordance-Based Assessment of Drug-Target Affinity Model Generalizability for Natural Products

May 23, 2025DOI: 10.1109/icbbt65815.2025.11276695OpenAlex

Computational Drug Discovery MethodsBioinformatics and Genomic NetworksMachine Learning in Materials ScienceGeneralizability theory

Arman Bolatov

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Gradient descent fails to learn high-frequency functions and modular arithmetic

Machine LearningMar 6, 2025DOI: 10.1007/s10994-025-06747-8OpenAlex

Machine Learning and AlgorithmsComputability, Logic, AI AlgorithmsStochastic Gradient Optimization TechniquesGradient descent

Zhenisbek Assylbekov

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LLM Modules: Knowledge Transfer from a Large to a Small Model Using Enhanced Cross-Attention

Qeios LtdFeb 24, 2025DOI: 10.32388/v06wudCrossref

Topic ModelingNatural Language Processing TechniquesDomain Adaptation and Few-Shot LearningComputer science

Константин Коломейцев

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UNCERTAINTY-LINE: Length-Invariant Estimation of Uncertainty for Large Language Models

Open MINDJan 1, 2025DOI: 10.18653/v1/2025.emnlp-main.400OpenAlex

Topic ModelingExplainable Artificial Intelligence (XAI)Gaussian Processes and Bayesian InferenceEstimation

Maiya Goloburda

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Gradient Descent Fails to Learn High-frequency Functions and Modular Arithmetic

arXiv (Cornell University)Oct 19, 2023DOI: 10.48550/arxiv.2310.12660OpenAlex

Machine Learning and AlgorithmsStatistical Methods and InferenceMathematical Approximation and IntegrationGradient descent

Arman Bolatov

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Intractability of Learning the Discrete Logarithm with Gradient-Based Methods

arXiv (Cornell University)Oct 2, 2023DOI: 10.48550/arxiv.2310.01611OpenAlex

Cryptography and Data SecurityComplexity and Algorithms in GraphsGeometric and Algebraic TopologyLogarithm

Arman Bolatov

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Long-Tail Theory Under Gaussian Mixtures

Frontiers in artificial intelligence and applicationsSep 28, 2023DOI: 10.3233/faia230260OpenAlex

Gaussian Processes and Bayesian InferenceBayesian Methods and Mixture ModelsStatistical Mechanics and EntropyGaussian

Zhenisbek Assylbekov

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Application of Image Processing in Evaluation of Hydraulic Fracturing with Liquid Nitrogen: A Case Study of Coal Samples from Karaganda Basin

Applied SciencesJul 4, 2023DOI: 10.3390/app13137861OpenAlex

Coal Properties and UtilizationHydraulic Fracturing and Reservoir AnalysisRock Mechanics and ModelingMicrostructure

Arman Bolatov

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Subject-Independent P300 Speller Classification using Time-Frequency Representation and Double Input CNN with Feature Concatenation

2023 24th International Conference on Digital Signal Processing (DSP)Jun 11, 2023DOI: 10.1109/dsp58604.2023.10167987OpenAlex

EEG and Brain-Computer InterfacesMuscle activation and electromyography studiesNeuroscience and Neural EngineeringConcatenation (mathematics)

Ayana Mussabayeva

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A Central Asian Food Dataset for Personalized Dietary Interventions

NutrientsMar 31, 2023DOI: 10.3390/nu15071728OpenAlex

Nutritional Studies and DietCulinary Culture and TourismAdvanced Chemical Sensor TechnologiesPsychological intervention

Arman Bolatov

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