Projects funded by the NCN

Uncovering the Mysteries of MoE: Developing better understanding and performance of Mixture-of-Experts Transformers

Call: PRELUDIUM 24 , Panel: ST6

Principal investigator: Maciej Kacper Pióro

Instytut Podstawowych Problemów Techniki Polska Akademia Nauk

Boosting Neural Network Efficiency by Examining Early Training Patterns

Call: PRELUDIUM 24 , Panel: ST6

Principal investigator: Mateusz Piotr Pyla

Uniwersytet Jagielloński

EEVONN: Embedded Event-Based Visual Odometry Using Neural Networks

Call: PRELUDIUM 24 , Panel: ST6

Principal investigator: Mateusz Patryk Wąsala

Akademia Górniczo-Hutnicza im. Stanisława Staszica w Krakowie

Amortized Causal Discovery via Prior-Fitted Networks

Call: PRELUDIUM 24 , Panel: ST6

Principal investigator: Mateusz Kajetan Olko

Uniwersytet Warszawski

Study on Domain Adaptation in Neural Diagnostic Systems

Call: PRELUDIUM 24 , Panel: ST8

Principal investigator: Paweł Knap

Akademia Górniczo-Hutnicza im. Stanisława Staszica w Krakowie

Editing of a 3D object represented by Gaussian Splatting

Call: PRELUDIUM 24 , Panel: ST6

Principal investigator: Joanna Waczyńska

Uniwersytet Jagielloński

High-Spatial Resolution Electrical Capacitance Tomography

Call: OPUS 29 , Panel: ST7

Principal investigator: dr Damian Mateusz Wanta

Politechnika Warszawska

Explanation of Pre-Trained deep learning models via Prototypes

Call: PRELUDIUM 24 , Panel: ST6

Principal investigator: Piotr Borycki

Uniwersytet Jagielloński

Physics Informed Neural Networks with hierarchical matrices and Petrov-Galerkin method (HPG-PINN)

Call: OPUS 29 , Panel: ST6

Principal investigator: dr Tomasz Służalec

Akademia Górniczo-Hutnicza im. Stanisława Staszica w Krakowie

Multimodal learning for medical image analysis

Call: OPUS 29 , Panel: ST6

Principal investigator: dr Szymon Stefan Płotka

Uniwersytet Jagielloński

Flow Boiling Heat Transfer in Annular and Rectangular Minichannels Using Machine Learning-Based Modeling

Call: OPUS 29 , Panel: ST8

Principal investigator: prof. Magdalena Janina Piasecka

POLITECHNIKA ŚWIĘTOKRZYSKA

Novel neural representations for ultrasound imaging

Call: OPUS 29 , Panel: ST7

Principal investigator: dr hab. Michał Byra

Instytut Podstawowych Problemów Techniki Polska Akademia Nauk

Thermodynamic modeling combined with new measurement techniques of the physicochemistry of liquid-liquid equilibrium in ...

Call: OPUS 28 , Panel: ST4

Principal investigator: dr hab. Mirosław Adam Chorążewski

UNIWERSYTET ŚLĄSKI

[DeepSee] Deep learning single-shot in-line quantitative phase imaging

Call: OPUS 28 , Panel: ST7

Principal investigator: dr Maria Cywińska

Politechnika Warszawska

Sustainable event-based vision for scene perception and understanding by autonomous robots

Call: OPUS 28 , Panel: ST6

Principal investigator: prof. Bogdan Kwolek

Akademia Górniczo-Hutnicza im. Stanisława Staszica w Krakowie

Recognition of multi-modal patterns in full-slide histopathological images using large vision and language models.

Call: OPUS 28 , Panel: ST6

Principal investigator: prof. Bogusław Antoni Cyganek

Akademia Górniczo-Hutnicza im. Stanisława Staszica w Krakowie

High-performance full-field 3D model of microstructure evolution based on GPU and physics-informed neural cellular autom...

Call: OPUS 28 , Panel: ST8

Principal investigator: prof. Łukasz Karol Madej

Akademia Górniczo-Hutnicza im. Stanisława Staszica w Krakowie

Calculus of variation for Machine Learning Problems

Call: OPUS 28 , Panel: ST6

Principal investigator: dr hab. Błażej Grzegorz Miasojedow

Uniwersytet Warszawski

GENIE-MRI: Generative Neural Networks for Image Exchange in breast MRI

Call: SONATA 20 , Panel: ST6

Principal investigator: dr Andrzej Liebert

Instytut Podstaw Informatyki PAN

F+E: Enchancing Perception through the Integration of Frame and Event Cameras

Call: PRELUDIUM 23 , Panel: ST6

Principal investigator: Kamil Andrzej Jeziorek

Akademia Górniczo-Hutnicza im. Stanisława Staszica w Krakowie

Hardware-Aware Neural Network Design for Event-Based Object Detection

Call: PRELUDIUM 23 , Panel: ST6

Principal investigator: Piotr Stanisław Wzorek

Akademia Górniczo-Hutnicza im. Stanisława Staszica w Krakowie

Network Neutral Traffic Classification and Management

Call: OPUS 27 , Panel: ST7

Principal investigator: dr hab. Robert Wójcik

Akademia Górniczo-Hutnicza im. Stanisława Staszica w Krakowie

Bioelectrochemically assisted synthesis of biosurfactants - towards a new energy-neutral biosynthesis process

Call: OPUS 27 , Panel: NZ9

Principal investigator: dr hab. Grzegorz Pasternak

Politechnika Wrocławska

Application of deep learning methods in detection, classification and compensation of the measuring sensors faults in pe...

Call: PRELUDIUM 23 , Panel: ST7

Principal investigator: Kamila Anna Jankowska

Politechnika Wrocławska

Novel transformer-based architectures for time series classification based on symbolic data representation

Call: OPUS 27 , Panel: ST6

Principal investigator: dr hab. Agnieszka Jastrzębska

Politechnika Warszawska

MLAdapt - Self-Adapting Machine Learning

Call: SONATA 19 , Panel: ST6

Principal investigator: dr Bartłomiej Twardowski

IDEAS NCBR Sp. z o.o.

Innovative broadband dielectric spectroscopy techniques as a tool for efficient monitoring and analysis of composition a...

Call: SONATA 19 , Panel: ST7

Principal investigator: dr hab. Ilona Kinga Piekarz

Akademia Górniczo-Hutnicza im. Stanisława Staszica w Krakowie, Wydział Informatyki, Elektroniki i Telekomunikacji

Neural Environment Model and Motion Constraints in Robot Motion Planning

Call: OPUS 26 , Panel: ST6

Principal investigator: dr hab. Dominik Belter

Politechnika Poznańska, Wydział Automatyki, Robotyki i Elektrotechniki

Application of artificial intelligence to predict the presence of left atrial appendage thrombus based on transthoracic ...

Call: SONATA 19 , Panel: NZ5

Principal investigator: dr Konrad Pieszko

Uniwersytet Zielonogórski, Collegium Medicum

Predictive modelling of pulsating waterjet erosion of biometals (25-14017L)

Call: OPUS 26 (LAP) , Panel: ST8

Principal investigator: dr Munish Kumar Gupta

Politechnika Opolska, Wydział Mechaniczny

Sustainable computer vision for autonomous machines

Call: SONATA BIS 13 , Panel: ST6

Principal investigator: dr hab. Bartosz Michał Zieliński

IDEAS NCBR Sp. z o.o.

Deep learning for tabular data

Call: SONATA BIS 13 , Panel: ST6

Principal investigator: dr hab. Marek Śmieja

Uniwersytet Jagielloński, Wydział Matematyki i Informatyki

Towards superhuman performance in solving complex reasoning problems with Advanced Subgoal Search

Call: PRELUDIUM 22 , Panel: ST6

Principal investigator: Michał Zawalski

Uniwersytet Warszawski, Wydział Matematyki, Informatyki i Mechaniki

Computationally efficient dynamic neural networks

Call: PRELUDIUM 22 , Panel: ST6

Principal investigator: Bartosz Wójcik

IDEAS NCBR Sp. z o.o.

Compositional modularity in Multilingual Neural Machine Translation

Call: PRELUDIUM 22 , Panel: ST6

Principal investigator: Mateusz Klimaszewski

Politechnika Warszawska, Wydział Elektroniki i Technik Informacyjnych

Acoustic Intelligence - towards self-supervised deep neural acoustic analysis

Call: OPUS 25 , Panel: ST7

Principal investigator: dr hab. Konrad Karol Kowalczyk

Akademia Górniczo-Hutnicza im. Stanisława Staszica w Krakowie, Wydział Informatyki, Elektroniki i Telekomunikacji

Acceleration and compression of deep neural networks using low-rank approximation methods

Call: PRELUDIUM 22 , Panel: ST6

Principal investigator: Mateusz Gabor

Politechnika Wrocławska

Uncovering structure in neural network representations

Call: OPUS 25 , Panel: ST6

Principal investigator: dr hab. Marcin Michał Kurdziel

Akademia Górniczo-Hutnicza im. Stanisława Staszica w Krakowie, Wydział Informatyki

Ultrafast optical spiking neuron based on microcavities with exciton-polaritons - study of spiking mechanism, cascadabil...

Call: OPUS 25 , Panel: ST3

Principal investigator: dr Krzysztof Tyszka

Uniwersytet Warszawski, Wydział Fizyki

Where to look next - guiding active visual exploration with internal model uncertainty

Call: PRELUDIUM 22 , Panel: ST6

Principal investigator: Adam Jacek Pardyl

IDEAS NCBR Sp. z o.o.

Advancing Electrochemical Oxidation: Reaction Kinetics of Low Molar Mass Hydrocarbons for Sustainable Energy Solutions

Call: OPUS 25 , Panel: ST7

Principal investigator: prof. Jarosław Milewski

Politechnika Warszawska, Wydział Mechaniczny Energetyki i Lotnictwa

Data ownership and privacy meet generative neural networks

Call: OPUS 25 , Panel: ST6

Principal investigator: dr hab. Paweł Kacper Morawiecki

Instytut Podstaw Informatyki PAN

Meta-learning in Deep Neural Networks

Call: OPUS 25 , Panel: ST6

Principal investigator: prof. Jacek Tabor

Uniwersytet Jagielloński, Wydział Matematyki i Informatyki

Building a scalable WILDlife monitoring system by integrating remote camera sampling and artificial INTELligence with Es...

Call: BiodivMon , Panel: NZ8

Principal investigator: dr hab. Nuria Selva Fernandez

Instytut Ochrony Przyrody PAN

Interpretable and sustainable artificial intelligence with intuitive explanations

Call: OPUS 24 , Panel: ST6

Principal investigator: dr hab. Bartosz Michał Zieliński

Uniwersytet Jagielloński, Wydział Matematyki i Informatyki

Towards real-time volumetric 3D reconstruction of videos

Call: PRELUDIUM BIS 4 , Panel: ST6

Principal investigator: dr hab. Tomasz Trzciński

Politechnika Warszawska

Conditional computation in deep neural networks

Call: PRELUDIUM 21 , Panel: ST6

Principal investigator: Sebastian Dariusz Jaszczur

Uniwersytet Warszawski, Wydział Matematyki, Informatyki i Mechaniki

Improving interpretability properties of prototypical parts-based deep neural networks.

Call: PRELUDIUM 21 , Panel: ST6

Principal investigator: Dawid Damian Rymarczyk

Uniwersytet Jagielloński, Wydział Matematyki i Informatyki

Balancing priors and learning biases to improve Bayesian Neural Networks

Call: POLONEZ BIS 2 , Panel: ST6

Principal investigator: dr Tomasz Kuśmierczyk

Uniwersytet Jagielloński, Wydział Matematyki i Informatyki

Dynamic Neural Networks for Efficient Machine Learning

Call: OPUS 23 , Panel: ST6

Principal investigator: dr hab. Tomasz Trzciński

Politechnika Warszawska, Wydział Elektroniki i Technik Informacyjnych