Graph neural networks for semiconductors

During my R&D internship at ASML, I developed custom graph neural networks (Vision GNN, GAT) with PyTorch Geometric and Lightning for overlay optimization in semiconductors, using explainability methods (GNNExplainer) and domain-informed loss regularization.

This internship won the École Polytechnique Foundation Prize 2025 for Best Research Internship.