2026

Ryan, William ORCID: https://orcid.org/0000-0002-6379-2186, Husmeier, Dirk ORCID: https://orcid.org/0000-0003-1673-7413 and Vyshemirsky, Vladislav ORCID: https://orcid.org/0000-0003-1984-0053 (2026) Variational set operator networks: uncertainty-aware meta-learning via probabilistic neural operators. Transactions on Machine Learning Research, (Accepted for Publication)

Ryan, William ORCID: https://orcid.org/0000-0002-6379-2186, Taylor-LaPole, Alyssa, Olufsen, Mette, Husmeier, Dirk ORCID: https://orcid.org/0000-0003-1673-7413 and Vyshemirskiy, Vladislav (2026) Physics-informed emulation of systemic circulation for fast parameter estimation and uncertainty quantification. International Journal for Numerical Methods in Biomedical Engineering, 42(2), e70147. (doi: 10.1002/cnm.70147) (PMID:41689204)

2025

Villejo, Stephen Jun, Martino, Sara, Illian, Janine ORCID: https://orcid.org/0000-0002-6130-2796, Ryan, William ORCID: https://orcid.org/0000-0002-6379-2186 and Lindgren, Finn (2025) Validating uncertainty propagation approaches for two-stage Bayesian spatial models using simulation-based calibration. arXiv, 26 Feb. (doi: 10.48550/arXiv.2502.18962)

2024

Paun, L. M. et al. (2024) SECRET: Statistical Emulation for Computational Reverse Engineering and Translation with applications in healthcare. Computer Methods in Applied Mechanics and Engineering, 430, 117193. (doi: 10.1016/j.cma.2024.117193)

2023

Ryan, William ORCID: https://orcid.org/0000-0002-6379-2186, Husmeier, Dirk ORCID: https://orcid.org/0000-0003-1673-7413, Rolinski, Olaf J. and Vyshemirsky, Vladislav ORCID: https://orcid.org/0000-0003-1984-0053 (2023) Bayesian Model Selection and Emulation for Protein Fluorescence. In: 5th International Conference on Statistics: Theory and Applications (ICSTA'23), London, UK, 3-5 Aug 2023, ISBN 9781990800252 (doi: 10.11159/icsta23.153)

Articles

Ryan, William ORCID: https://orcid.org/0000-0002-6379-2186, Husmeier, Dirk ORCID: https://orcid.org/0000-0003-1673-7413 and Vyshemirsky, Vladislav ORCID: https://orcid.org/0000-0003-1984-0053 (2026) Variational set operator networks: uncertainty-aware meta-learning via probabilistic neural operators. Transactions on Machine Learning Research, (Accepted for Publication)

Ryan, William ORCID: https://orcid.org/0000-0002-6379-2186, Taylor-LaPole, Alyssa, Olufsen, Mette, Husmeier, Dirk ORCID: https://orcid.org/0000-0003-1673-7413 and Vyshemirskiy, Vladislav (2026) Physics-informed emulation of systemic circulation for fast parameter estimation and uncertainty quantification. International Journal for Numerical Methods in Biomedical Engineering, 42(2), e70147. (doi: 10.1002/cnm.70147) (PMID:41689204)

Villejo, Stephen Jun, Martino, Sara, Illian, Janine ORCID: https://orcid.org/0000-0002-6130-2796, Ryan, William ORCID: https://orcid.org/0000-0002-6379-2186 and Lindgren, Finn (2025) Validating uncertainty propagation approaches for two-stage Bayesian spatial models using simulation-based calibration. arXiv, 26 Feb. (doi: 10.48550/arXiv.2502.18962)

Paun, L. M. et al. (2024) SECRET: Statistical Emulation for Computational Reverse Engineering and Translation with applications in healthcare. Computer Methods in Applied Mechanics and Engineering, 430, 117193. (doi: 10.1016/j.cma.2024.117193)

Conference Proceedings

Ryan, William ORCID: https://orcid.org/0000-0002-6379-2186, Husmeier, Dirk ORCID: https://orcid.org/0000-0003-1673-7413, Rolinski, Olaf J. and Vyshemirsky, Vladislav ORCID: https://orcid.org/0000-0003-1984-0053 (2023) Bayesian Model Selection and Emulation for Protein Fluorescence. In: 5th International Conference on Statistics: Theory and Applications (ICSTA'23), London, UK, 3-5 Aug 2023, ISBN 9781990800252 (doi: 10.11159/icsta23.153)