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Marvin Schmitt
Marvin Schmitt
Cluster of Excellence SimTech, University of Stuttgart
在 simtech.uni-stuttgart.de 的电子邮件经过验证 - 首页
标题
引用次数
引用次数
年份
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
152023
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
142023
Meta-uncertainty in Bayesian model comparison
M Schmitt, ST Radev, PC Bürkner
International Conference on Artificial Intelligence and Statistics, 11-29, 2023
102023
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
32023
Sensitivity-Aware Amortized Bayesian Inference
L Elsemüller, H Olischläger, M Schmitt, PC Bürkner, U Köthe, ST Radev
arXiv preprint arXiv:2310.11122, 2023
22023
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
12024
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
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