Golyadkin M., Shtark M., Ivanov P., Kozhevnikov A., Zhukov L., Makarov I. Plug-and-Play Unsupervised Fault Detection and Diagnosis for Complex Industrial Monitoring. 33th International Joint Conference on Artificial Intelligence, IJCAI 2024. 2024. pp. 8669-8673.
Макаров И.А. Predicting Molecule Toxicity via Descriptor-based Graph Self-supervised Learning. IEEE Access. 2023. pp. 91842 - 91849.
Gerasimova O., Severin N., Makarov I. Comparative Analysis of Logic Reasoning and Graph Neural Networks for Ontology-Mediated Query Answering With a Covering Axiom. IEEE Access. 2023. Vol. 11. pp. 88074-88086.
Semenkov I., Fedosov N., Makarov I., Ossadtchi A. Real-time low latency estimation of brain rhythms with deep neural networks. Journal of Neural Engineering. 2023. Vol. 20. No. 5. pp. 056008.
Gerasyov M., Makarov I. Dealing With Sparse Rewards Using Graph Neural Networks. IEEE Access. 2023. Vol. 11. pp. 89180-89187.
Макаров И.А. MonoVAN: Visual Attention for Self-Supervised Monocular Depth Estimation. IEEE. 2023.
Макаров И.А. SwiftDepth: An Efficient Hybrid CNN-Transformer Model for Self-Supervised Monocular Depth Estimation on Mobile Devices. IEEE. 2023. pp. 642-647.
Макаров И.А. Temporal network embedding framework with causal anonymous walks representations. PeerJ Computer Science. 2022.
Макаров И.А. SensorSCAN: Self-Supervised Learning and Deep Clustering for Fault Diagnosis in Chemical Processes. Artificial Intelligence. 2022.
Макаров И.А. Exploring Efficiency of Vision Transformers for Self-Supervised Monocular Depth Estimation. IEEE. 2022. pp. 711-719.
Kiselev D., Makarov I. Exploration in Sequential Recommender Systems via Graph Representations. IEEE Access. 2022. Vol. 10. pp. 123614-123621.
Savchenko A., Makarov I., Savchenko L.V. Classifying emotions and engagement in online learning based on a single facial expression recognition neural network. IEEE Transactions on Affective Computing. 2022. Vol. 13. No. 4. pp. 2132-2143.
Makarov I., Korovina K., Kiselev D. JONNEE: Joint Network Nodes and Edges Embedding. IEEE Access. 2021. Vol. 9. pp. 144646-144659.
Макаров И.А. Depth Inpainting via Vision Transformer. IEEE. 2021.