2026

Dubey, Vijay K., Haese, Collin E., Gültekin, Osman, Dalton, David, Rausch, Manuel K. and Fuhg, Jan (2026) Graph neural network surrogates for contacting deformable bodies with necessary and sufficient contact detection. Computer Methods in Applied Mechanics and Engineering, 448, 118413. (doi: 10.1016/j.cma.2025.118413)

2024

Dalton, David, Lazarus, Alan, Gao, Hao ORCID: https://orcid.org/0000-0001-6852-9435 and Husmeier, Dirk ORCID: https://orcid.org/0000-0003-1673-7413 (2024) Boundary constrained Gaussian processes for robust physics-informed machine learning of linear partial differential equations. Journal of Machine Learning Research, 25(272), pp. 1-61.

Dalton, David, Husmeier, Dirk ORCID: https://orcid.org/0000-0003-1673-7413 and Gao, Hao ORCID: https://orcid.org/0000-0001-6852-9435 (2024) Physics and Lie Symmetry Informed Gaussian Processes. In: 41st International Conference on Machine Learning, Vienna, Austria, 21-27 Jul 2024, pp. 9953-9975.

Articles

Dubey, Vijay K., Haese, Collin E., Gültekin, Osman, Dalton, David, Rausch, Manuel K. and Fuhg, Jan (2026) Graph neural network surrogates for contacting deformable bodies with necessary and sufficient contact detection. Computer Methods in Applied Mechanics and Engineering, 448, 118413. (doi: 10.1016/j.cma.2025.118413)

Dalton, David, Lazarus, Alan, Gao, Hao ORCID: https://orcid.org/0000-0001-6852-9435 and Husmeier, Dirk ORCID: https://orcid.org/0000-0003-1673-7413 (2024) Boundary constrained Gaussian processes for robust physics-informed machine learning of linear partial differential equations. Journal of Machine Learning Research, 25(272), pp. 1-61.

Conference Proceedings

Dalton, David, Husmeier, Dirk ORCID: https://orcid.org/0000-0003-1673-7413 and Gao, Hao ORCID: https://orcid.org/0000-0001-6852-9435 (2024) Physics and Lie Symmetry Informed Gaussian Processes. In: 41st International Conference on Machine Learning, Vienna, Austria, 21-27 Jul 2024, pp. 9953-9975.