I am a PhD student at GREYC, University of Caen Normandy, and my thesis is funded by the ANR PANDORA project, which explores how to better understand the inner workings of graph neural networks. Previously, I studied at the University of Lille, where I earned a Master鈥檚 degree in Machine Learning. My research lies at the intersection of Explainable AI and Trustworthy Machine Learning, with a particular focus on making graph neural networks more interpretable, reliable, and transparent. I am supervised by Bruno Cr茅milleux, Marc Plantevit and Albrecht Zimmermann.