I currently work as a postdoc at KTH, studying graph generating models, in particular through multimodal representation of text and graph data, broadening the bridge between LLMs and GNNs, primarily for biomedical applications. My current work aims at comparing different methods for GNNs aggregation function, in particular regarding hierarchical representation and the use of Kolmogorov-Arnold networks.