Not quite unreasonable effectiveness of machine learning algorithms. - Egor Illarionov; Roman Khudorozhkov (CoRR, 2018)

Machine Learning in Heliophysics and Space Weather Forecasting: A White Paper of Findings and Recommendations. - Gelu Nita; Manolis K. Georgoulis; Irina Kitiashvili; Viacheslav Sadykov; Enrico Camporeale; Alexander Kosovichev; Haimin Wang; Vincent Oria; Jason T. L. Wang; Rafal A. Angryk; Berkay Aydin; Azim Ahmadzadeh; et al. (CoRR, 2020)

Compression of Solar Spectroscopic Observations: a Case Study of Mg II k Spectral Line Profiles Observed by NASA's IRIS Satellite. - Viacheslav M. Sadykov; Irina N. Kitiashvili; Alberto Sainz Dalda; Vincent Oria; Alexander G. Kosovichev; Egor Illarionov (CBMI, 2021)

Machine learning for reconstruction of polarity inversion lines from solar filaments. - Vaclovas Kisielius; Egor Illarionov (CoRR, 2024)