Sparsely Constrained Neural Networks for Model Discovery of PDEs. - Gert-Jan Both; Gijs Vermarien; Remy Kusters (AAAI Spring Symposium: MLPS, 2021)

3D-PDR Orion dataset and NeuralPDR: Neural Differential Equations for Photodissociation Regions. - Gijs Vermarien; Serena Viti; Rahul Ravichandran; Thomas G. Bisbas (CoRR, 2024)

Understanding molecular ratios in the carbon and oxygen poor outer Milky Way with interpretable machine learning. - Gijs Vermarien; Serena Viti; Johannes Heyl; Francesco Fontani (CoRR, 2025)

NeuralPDR: Neural Differential Equations as surrogate models for Photodissociation Regions. - Gijs Vermarien; Thomas G. Bisbas; Serena Viti; Yue Zhao; Xuefei Tang; Rahul Ravichandran (CoRR, 2025)