Optimization of the Deep Neural Networks for Seizure Detection. - Alexey Shovkun; Andrey Kiryasov; Ilya Zakharov; Mariam Khayretdinova (ICASSP, 2023)

Prediction of brain sex from EEG: using large-scale heterogeneous dataset for developing a highly accurate and interpretable ML model. - Mariam Khayretdinova; Ilya Zakharov; Polina Pshonkovskaya; Timothy Adamovich; Andrey Kiryasov; Andrey Zhdanov; Alexey Shovkun (NeuroImage, 2024)

Predicting Placebo Responses Using EEG and Deep Convolutional Neural Networks: Correlations with Clinical Data Across Three Independent Datasets. - Mariam Khayretdinova; Polina Pshonkovskaya; Ilya Zakharov; Timothy Adamovich; Andrey Kiryasov; Andrey Zhdanov; Alexey Shovkun (Neuroinformatics, 2025)