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Achievements | GMUM

Achievements

PhD defense
Analyzing Deep Neural Networks from a Graph Perspective
Aleksandra Nowak
2025
PhD defense
Deep learning under distribution shifts: continual learning and beyond
Michał Zając
2025
PRELUDIUM 24
Boosting Neural Network Efficiency by Examining Early Training Patterns
Mateusz Pyla
2025
PRELUDIUM 24
Democratizing Diffusion Models: Guidance-Driven Optimization of Existing Models for Enhanced Quality and Diversity with Compliance-Preserving Unlearning
Artur Kasymov
2025
PRELUDIUM 24
Explanation of Pre-Trained deep learning models via Prototypes
Piotr Borycki
2025
PRELUDIUM 24
Editing of a 3D object represented by Gaussian Splatting
Joanna Waczyńska
2025
OPUS 29
Multimodal learning for medical image analysis
Szymon Płotka
2025
Medical Image Analysis
Extreme Cardiac MRI Analysis under Respiratory Motion: Results of the CMRxMotion Challenge
Szymon Płotka
2025
Knowledge-Based Systems
Hypernetwork Approach to Rapid NeRF Adaptation
Paweł Batorski, Dawid Malarz, Marcin Przewięźlikowski, Marcin Mazur, Sławomir Tadeja, Przemyslaw Spurek
2025
AAAI
Enhancing Chemical Explainability Through Counterfactual Masking
Łukasz Janisiów, Marek Kochańczyk, Bartosz Zieliński, Tomasz Danel
2025
AAAI
EPIC: Explanation of Pretrained Image Classification Networks via Prototypes
Piotr Borycki, Magda Trędowicz, Szymon Janusz, Jacek Tabor, Przemyslaw Spurek, Arkadiusz Lewicki, Łukasz Struski
2025
Habilitation
New properties of optimization of artificial neural networks
Stanisław Jastrzębski
2025
PhD defense
Adapting Deep Learning Architectures for Drug Discovery
Łukasz Maziarka
2025
European Patent Office
A method and a system for identifying polyculture bacteria on microscopic images using deep learning
Bartosz Zieliński, Adriana Borowa, Dawid Rymarczyk, Monika Brzychczy-Włoch, Dorota Ochońska, Agnieszka Sroka-Oleksiak, Barbara Brzychczy
2025
Witold Lipski Award
Witold Lipski Award for Young Computer Scientists (for the achievements in applied computer science)
Marcin Sendera
2025
MICCAI
GEPAR3D: Geometry Prior-Assisted Learning for 3D Tooth Segmentation
Tomasz Szczepański, Szymon Płotka, Michal K Grzeszczyk, Arleta Adamowicz, Piotr Fudalej, Przemysław Korzeniowski, Tomasz Trzciński, Arkadiusz Sitek
2025
NeurIPS
Mamba Goes HoME: Hierarchical Soft Mixture-of-Experts for 3D Medical Image Segmentation
Szymon Płotka, Gizem Mert, Maciej Chrabąszcz, Ewa Szczurek, Arkadiusz Sitek
2025
NeurIPS
URB - Urban Routing Benchmark for RL-equipped Connected Autonomous Vehicles
Ahmet Onur Akman, Anastasia Psarou, Michał Hoffmann, Łukasz Gorczyca, Lukasz Kowalski, Paweł Gora, Grzegorz Jamróz, Rafal Kucharski
2025
NeurIPS
FlySearch: Exploring how vision-language models explore
Adam Pardyl, Dominik Matuszek, Mateusz Przebieracz, Marek Cygan, Bartosz Zieliński, Maciej Wołczyk
2025
NeurIPS
ZEUS: Zero-shot Embeddings for Unsupervised Separation of Tabular Data
Patryk Marszałek, Tomasz Kuśmierczyk, Witold Wydmański, Jacek Tabor, Marek Śmieja
2025
NeurIPS
DiCoFlex: Model-Agnostic Diverse Counterfactuals with Flexible Control
Oleksii Furman, Ulvi Movsum-zada, Patryk Marszałek, Maciej Zięba, Marek Śmieja
2025
NeurIPS
Scalable and Cost-Efficient de Novo Template-Based Molecular Generation
Piotr Gaiński, Oussama Boussif, Andrei Rekesh, Dmytro Shevchuk, Ali Parviz, Mike Tyers, Robert A. Batey, Michał Koziarski
2025
NeurIPS
CLIPGaussian: Universal and Multimodal Style Transfer Based on Gaussian Splatting
Kornel Howil, Joanna Waczyńska, Piotr Borycki, Tadeusz Dziarmaga, Marcin Mazur, Przemyslaw Spurek
2025
PLOS Computational Biology
Deep learning approach for automatic assessment of schizophrenia and bipolar disorder in patients using R-R intervals
Kamil Książek, Wilhelm Masarczyk, Przemysław Głomb, Michał Romaszewski, Krisztián Buza, Przemysław Sekuła, Michał Cholewa, Katarzyna Kołodziej, Piotr Gorczyca, Magdalena Piegza
2025
EMNLP
Minimal Ranks, Maximum Confidence: Parameter-efficient Uncertainty Quantification for LoRA
Patryk Marszałek, Klaudia Bałazy, Jacek Tabor, Tomasz Kuśmierczyk
2025
Contact us:
Group of Machine Learning Research
Faculty of Mathematics and Computer Science
ul. Lojasiewicza 6
30-342, Cracow, Poland
© 2025 — GMUM