PhD position integrating graph Neural Networks with diffusion-based generative models to enhance structural fidelity in multimodal outputs. Focus areas: graph representations, GNNs, generative modeling, and multimodal vision-language tasks. 3-year funded industrial collaboration; located near Paris.