Published in 7th Robot Learning Workshop: Towards Robots with Human-Level Abilities, 2025
Recommended citation: Nurijanyan, N., Tamazyan, H., Galstyan, T. (2025). "Teaching Visual Language Models to Navigate using Maps." 7th Robot Learning Workshop: Towards Robots with Human-Level Abilities.
Published in International Conference on Machine Learning (ICML), 2024
Recommended citation: Vardanyan, E., Minasyan, A., Hunanyan, S., Galstyan, T., Dalalyan, A. (2024). "Statistically Optimal Generative Modeling with Maximum Deviation from the Empirical Distribution." Proceedings of the 41st International Conference on Machine Learning, PMLR, 235, 49203–49225.
Published in International Conference on Artificial Intelligence and Statistics (AISTATS), 2023
Recommended citation: Minasyan, A., Galstyan, T., Hunanyan, S., Dalalyan, A. (2023). "Matching Map Recovery with an Unknown Number of Outliers." International Conference on Artificial Intelligence and Statistics, PMLR, 891–906.
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Published in IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2022
Recommended citation: Galstyan, T., Harutyunyan, H., Khachatrian, H., Ver Steeg, G., Galstyan, A. (2022). "Failure Modes of Domain Generalization Algorithms." Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 19077–19086.
Published in Proceedings of the 18th BioNLP Workshop and Shared Task, 2019
Recommended citation: Khachatrian, H., Nersisyan, L., Hambardzumyan, K., Galstyan, T., Hakobyan, A., Arakelyan, A., Rzhetsky, A., Galstyan, A. (2019). "BioRelEx 1.0: Biological Relation Extraction Benchmark." Proceedings of the 18th BioNLP Workshop and Shared Task, 176–190.
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Published in Armenian Journal of Mathematics, 2023
Recommended citation: Galstyan, T., Minasyan, A. (2023). "Optimality of the Least Sum of Logarithms in the Problem of Matching Map Recovery in the Presence of Noise and Outliers." Armenian Journal of Mathematics, 15(5), 1–9.
Published in Electronic Journal of Statistics, 2022
Recommended citation: Galstyan, T., Minasyan, A., Dalalyan, A. S. (2022). "Optimal Detection of the Feature Matching Map in Presence of Noise and Outliers." Electronic Journal of Statistics, 16(2), 5720–5750.
Published in Vestnik of Russian-Armenian University, 2022
Recommended citation: Galstyan, T. (2022). "Comparison of Data Matching Methods on Biomedical Datasets." Vestnik of Russian-Armenian University, 1(2), 46–58.
Published in Proceedings of Yerevan State University, Physical and Mathematical Sciences, 2020
Recommended citation: Galstyan, T. V., Minasyan, G. (2020). "On Random Weighted Sum of Positive Semi-Definite Matrices." Proceedings of Yerevan State University, Physical and Mathematical Sciences, 54(2), 96–100.
Published in Vestnik of Russian-Armenian University, 2020
Recommended citation: Galstyan, T., Khachatrian, H. (2020). "On the Tradeoff Between Accuracy and Fairness in Representation Learning." Vestnik of Russian-Armenian University, 1, 35–46.
Published in arXiv preprint, 2020
Recommended citation: Galstyan, T., Khachatrian, H., Ver Steeg, G., Galstyan, A. (2020). "Robust Classification Under Class-Dependent Domain Shift." arXiv preprint arXiv:2007.05335.
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