Knowledge can be extracted from the data but also from models learned on these data. We study the link between data mining and explicable artificial intelligence. By analyzing models, we aim at understanding their decision mechanism and make them mor interpretable.
Related Projects
FIRST
Early Detection of Hematological Abnormalities Using Artificial Intelligence
PANDORA
ANR Project PANDORA (ANR-24-CE23-0950) : Graph Neural Networks introspection via learning and exploiting rules
Related Publications
[1]
Luca Veyrin-Forrer • Ataollah Kamal • Stefan Duffner • Marc Plantevit • Céline Robardet. "What Does my GNN Really Capture? On Exploring Internal GNN Representations". Proceedings of the 31st International Joint Conference on Artificial Intelligence (IJCAI'22). 2022. https://doi.org/10.24963/ijcai.2022/105.