Plug-and-Play Unsupervised Fault Detection and Diagnosis for Complex Industrial Monitoring. - Maksim Golyadkin; Maria Shtark; Petr Ivanov; Alexander Kozhevnikov; Leonid Zhukov; Ilya Makarov (IJCAI, 2024)

Poster Abstract: Exploring the Autoencoder Sequence Pooling. - Petr Ivanov; Alexander Kozhevnikov; Maria Shtark; Ilya Makarov (SenSys, 2025)

Poster Abstract: Minimizing Labeling Efforts for Fault Detection and Diagnosis. - Maria Shtark; Alexander Kozhevnikov; Petr Ivanov; Ilya Makarov (SenSys, 2025)

SensorDBSCAN: Semi-Supervised Active Learning Powered Method for Anomaly Detection and Diagnosis. - Petr Ivanov; Maria Shtark; Alexander Kozhevnikov; Maksim Golyadkin; Dmitry Botov; Ilya Makarov (IEEE Access, 2025)