news

June 2026 New preprint: Neural Conjugate Aggregation: Identifiable Unsupervised Multi-Sensor Regression under Heterogeneous Sensor Bias is now available on arXiv. The work introduces NCAM, a probabilistic framework for unsupervised multi-sensor fusion with uncertainty quantification and conformal prediction.
June 2026 New preprint: Masked and Predictive Self-Supervised Foundation Models for 3D Brain MRI is now available on arXiv. The study investigates masked reconstruction and predictive representation learning for self-supervised pretraining in 3D brain MRI.
January 2026 New publication: Disentanglement with Factor Quantized Variational Autoencoders by Gulcin Baykal, Melih Kandemir, and Gozde Unal was published in Neurocomputing.
September 2025 Prof. Gozde Unal returned to ITU following her sabbatical leave and resumed her research activities at the ITU Faculty of Computer and Informatics Engineering.
2025 New paper: UniMLR: Modeling Implicit Class Significance for Multi-Label Ranking presented at ECAI 2025.
2024–2025 Prof. Gozde Unal spent her sabbatical at NYU Langone Health as a Senior Research Scientist, working on self-supervised representation learning, MRI foundation models, and uncertainty-aware machine learning.
December 2024 Congratulations to Dr. Gulcin Baykal Can on successfully completing her PhD! Her doctoral research focused on discrete representation learning and generative models.
Jul 16, 2024 New paper accepted in Pattern Recognition.
Jul 04, 2024 Yusuf H. Şahin got his PhD diploma.
Jun 06, 2024 New paper accepted at the 2024 IEEE International Conference on Image Processing (ICIP 2024).
Apr 20, 2024 New paper accepted in 1st International Workshop on Responsible Face Image Processing at the 18th IEEE Automatic Face and Gesture Recognition.
Apr 19, 2024 New paper accepted in Lecture Notes in Computer Science.
Mar 05, 2024 New paper accepted in Tackling Climate Change with Machine Learning at ICLR 2024.
Mar 05, 2024 New paper appearing at the 18th IEEE International Conference on Automatic Face and Gesture Recognition.
2023–2024 Prof. Gozde Unal was on sabbatical leave and affiliated with the Center for Machine Learning at the University of Southern Denmark.
Oct 22, 2015 A simple inline announcement.