Publications

Papers

Ryan P. Kelly, David T. Frazier, David J. Warne, Christopher Drovandi (2026). Preconditioned robust neural posterior estimation for misspecified simulators. arXiv preprint arXiv:2602.18004.

Ryan P. Kelly, David J. Warne, David T. Frazier, David J. Nott, Michael U. Gutmann, Christopher Drovandi (2025). Simulation-based Bayesian inference under model misspecification. arXiv preprint arXiv:2503.12315. Under review.

David T. Frazier, Ryan P. Kelly, Christopher Drovandi, David J. Warne (2024). The statistical accuracy of neural posterior and likelihood estimation. arXiv preprint arXiv:2411.12068.

Xiaoyu Wang, Ryan P. Kelly, Adrianne L. Jenner, David J. Warne, Christopher Drovandi (2024). A comprehensive guide to simulation-based inference in computational biology. arXiv preprint arXiv:2409.19675.

Ryan P. Kelly, David J. Nott, David T. Frazier, David J. Warne, Christopher Drovandi (2024). Misspecification-robust sequential neural likelihood for simulation-based inference. Transactions on Machine Learning Research. OpenReview | arXiv:2301.13368.

Xiaoyu Wang, Ryan P. Kelly, David J. Warne, Christopher Drovandi (2024). Preconditioned neural posterior estimation for likelihood-free inference. Transactions on Machine Learning Research. OpenReview | arXiv:2404.13557.

Prithvi B. Beeramoole, Ryan P. Kelly, Md Mazharul Haque, Alexander Pinz, Alexander Paz (2024). Estimation of discrete choice models considering simultaneously multiple objectives and complex data characteristics. Transportation Research Part C: Emerging Technologies, 160, 104517. DOI.

Theses

Ryan P. Kelly (2026). Robust Methods for Simulation-based Inference under Model Misspecification. PhD thesis, Queensland University of Technology.

Ryan P. Kelly (2022). Implementing Bayesian Synthetic Likelihood within the Engine for Likelihood-Free Inference. MPhil thesis, Queensland University of Technology. PDF.