| Project name | Project name (Russian) | Status | Link | External links | Contributors |
|---|---|---|---|---|---|
| A method for text tree similarity estimation using tree edit distance and language models | Метод оценки сходства текстовых деревьев с помощью расстояния редактирования и языковых моделей | Active (part of graduate work) | Github | - | Fedor Sobolevsky, Konstantin Vorontsov |
| Position Informed Convolution for Multi-Agent Line Detection | - | Active (part of graduate work) | Link | - | Petr Babkin |
| Optimal Autoencoder Structure Selection Using Bayesian Optimization | Выбор оптимальной структуры автокодировщика с применением методов байесовской оптимизации | Active | Link | - | Anton Bishuk, Oleg Bakhteev |
| Zero-shot structural pruning | Структурный прунинг за один проход | Active | Link | - | Maksim Ivanov, Oleg Bakhteev |
| Project name | Project name (Russian) | Status | Link | External links | Contributors |
|---|---|---|---|---|---|
| Large-Scale Wasserstein Gradient Flows | - | NeurIPS proceeding (fork. Also a graduate work) | https://arxiv.org/abs/2106.00736 | - | Petr Mokrov |
| Anti-Distillation: Knowledge Transfer from a Simple Model to the Complex One | - | In conference proceedings (ISP RAS) | Anti-distillation | Paper | Kseniia Petrushina, Oleg Bakhteev, Andrii Hraboviy, Vadim Strijov |
| Knowledge distillation for models with heterogenous layers | Дистилляция разнослойных моделей | Published in journal (AiT) | HeteroLayerDistillation | Paper | Maria Gorpinich, Oleg Bakhteev |
| Neural architecture search with structure complexity control | - | In conference proceedings (AIST) | DARTS-CC | Paper | Konstantin Yakovlev, Olga Grebenkova, Oleg Bakhteev, Vadim Strijov |
| Deep learning model selection with parametric complexity control | - | In conference proceedings (ICAART) | VarHyperNet | Paper | Olga Grebenkova, Oleg Bakhteev |
| Determination of sampling complexity using a universal approximating model | Определение сложности выборки с помощью универсальной аппроксимирующей модели | In conference proceedings (MMPR) | Data_Complexity | Conference info | Grigory Malinovskyi |
| Dimensionality reduction for time series decoding and forecasting problems | Снижение размерности в задачах декодирования временных рядов и прогнозирования | In journal (Computer science and engineering) | 2017-Isachenko-PLS | Article | Roman Isachenko, Maria Vladimirova, Vadim Strijov |
| Metamodels for complex structured objects classification | Локальные модели для классификации объектов сложной структуры | In conference proceedings (MMPR) | 2017-Isachenko-MetaModels | elibrary link | Roman Isachenko, Ilya Zharikov, Artem Bochkarev |
| Quadratic programming optimization for Newton method | - | In journal | 2018-Isachenko-QPFSNewton | Article | Roman Isachenko, Vadim Strijov |
| Unraveling the Hessian: A Key to Smooth Convergence in Loss Function Landscapes | - | In journal | link | paper | Nikita Kiselev |
| Project name | Project name (Russian) | Status | Link | External links | Contributors |
|---|---|---|---|---|---|
| Concordand neural architecture search with model complexity control | Выбор согласованных моделей с контролем сложности | Active (moved to another repo, ping @Konstantin-Iakovlev) | Concord-NAS | - | Konstantin Iakovlev, Oleg Bakhteev |
| Heterogenous knowledge distillation | Дистилляция разнородных моделей | Finished as a Mater thesis | HeterogenKD | - | Alexander Kolesov, Oleg Bakhteev |
| Brain-computer interface with Functional data analysis | - | Postponed | BCI-FDA | - | Nadezhda Alsahanova, Roman Isachenko |
| Coordination of mobile sensor data collection | - | Unknown, maybe postponed | MobileSensorData | - | agaltseva (???), livenrlty (???), Vadim Strijov |
| ECoG | - | Postponed, developed as a group project | ECoG_Project | Group project | Valeriy Markin |
| Gene ontology encoding | - | Postponed | gene_ontology | - | Oleg Bakhteev |
| Probabilistic Metric Spaces | Построение вероятностных метрических пространств в задачах анализа молекулярных конфигураций | Unknown, maybe postponed | ProbabilisticMetricSpaces | Nikita Uvarov | |
| Sample Size Estimation | - | Postponed | SampleSizeEstimation | - | Andrii Hraboviy , Tamaz Gadaev |
| Sample Size Uncertainty | - | Postponed | SampleSizeUncertainty | - | Andrii Hraboviy |
| Weight Agnostic Neural Networks with Structural Metrics modification | - | Postponed | WeightAgnosticNN | - | D. Skachkov, Makhmood Sodikov, Vadim Strijov, Radoslav Neychev] |
| BCI Lib | - | Postponed | Lib | - | Andrii Hraboviy |
| Uncertainty quantification of NNs | Анализ неопределенности выхода классификационной нейросети | Postponed | project_link | - | Ernest Nasyrov |