Papers

Does Unsupervised Domain Adaptation Improve the Robustness of Amortized Bayesian Inference? A Systematic Evaluation

L Elsemüller, V Pratz, M von Krause, A Voss… - arXiv preprint arXiv …, 2025 - arxiv.org
Astrophysics paper stat.ML Suggest

… 2024) have explored the potential of UDA methods for robustifying simulation-based inference. Both approaches align the embedding spaces by minimizing the maximum …

Link to paper

BibTeX

@misc{elsemüller2025doesunsuperviseddomainadaptation,
title={Does Unsupervised Domain Adaptation Improve the Robustness of Amortized Bayesian Inference? A Systematic Evaluation},
author={Lasse Elsemüller and Valentin Pratz and Mischa von Krause and Andreas Voss and Paul-Christian Bürkner and Stefan T. Radev},
year={2025},
eprint={2502.04949},
archivePrefix={arXiv},
primaryClass={stat.ML},
url={https//arxiv.org/abs/2502.04949},
}

Share