Detecting Model Misspecification in Amortized Bayesian Inference with Neural Networks M Schmitt, PC Bürkner, U Köthe, ST Radev German Conference on Pattern Recognition, 2021 | 24* | 2021 |
BayesFlow: Amortized Bayesian Workflows With Neural Networks ST Radev, M Schmitt, L Schumacher, L Elsemüller, V Pratz, Y Schälte, ... Journal of Open Source Software 8 (89), 5702, 2023 | 15 | 2023 |
JANA: Jointly Amortized Neural Approximation of Complex Bayesian Models ST Radev, M Schmitt, V Pratz, U Picchini, U Köthe, PC Bürkner Proceedings of the 39th Conference on Uncertainty in Artificial Intelligence …, 2023 | 14 | 2023 |
Meta-uncertainty in Bayesian model comparison M Schmitt, ST Radev, PC Bürkner International Conference on Artificial Intelligence and Statistics, 11-29, 2023 | 10 | 2023 |
Association between vitamin D status and eryptosis–results from the German National Cohort Study F Ewendt, M Schmitt, A Kluttig, J Kühn, F Hirche, FB Kraus, ... Annals of Hematology 102 (6), 1351-1361, 2023 | 3 | 2023 |
Sensitivity-Aware Amortized Bayesian Inference L Elsemüller, H Olischläger, M Schmitt, PC Bürkner, U Köthe, ST Radev arXiv preprint arXiv:2310.11122, 2023 | 2 | 2023 |
Smoking is associated with increased eryptosis, suicidal erythrocyte death, in a large population-based cohort M Schmitt, F Ewendt, A Kluttig, R Mikolajczyk, FB Kraus, W Wätjen, ... Scientific Reports 14 (1), 3024, 2024 | 1 | 2024 |
Detecting Model Misspecification in Amortized Bayesian Inference with Neural Networks: An Extended Investigation M Schmitt, PC Bürkner, U Köthe, ST Radev arXiv preprint arXiv:2406.03154, 2024 | | 2024 |
The Simplex Projection: Lossless Visualization of 4D Compositional Data on a 2D Canvas M Schmitt, Y Hikida, ST Radev, F Sadlo, PC Bürkner arXiv preprint arXiv:2403.11141, 2024 | | 2024 |
Consistency Models for Scalable and Fast Simulation-Based Inference M Schmitt, V Pratz, U Köthe, PC Bürkner, ST Radev arXiv preprint arXiv:2312.05440, 2023 | | 2023 |
Fuse It or Lose It: Deep Fusion for Multimodal Simulation-Based Inference M Schmitt, ST Radev, PC Bürkner arXiv preprint arXiv:2311.10671, 2023 | | 2023 |
Leveraging Self-Consistency for Data-Efficient Amortized Bayesian Inference M Schmitt, D Habermann, PC Bürkner, U Köthe, ST Radev NeurIPS UniReps, 2023 | | 2023 |