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Marvin Schmitt
Marvin Schmitt
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E-mail confirmado em simtech.uni-stuttgart.de - Página inicial
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Detecting Model Misspecification in Amortized Bayesian Inference with Neural Networks
M Schmitt, PC Bürkner, U Köthe, ST Radev
German Conference on Pattern Recognition, 2021
442021
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
362023
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
322023
Meta-uncertainty in Bayesian model comparison
M Schmitt, ST Radev, PC Bürkner
International Conference on Artificial Intelligence and Statistics, 11-29, 2023
112023
Leveraging Self-Consistency for Data-Efficient Amortized Bayesian Inference
M Schmitt, D Habermann, PC Bürkner, U Köthe, ST Radev
International Conference on Machine Learning (ICML), 2024
92024
Consistency Models for Scalable and Fast Simulation-Based Inference
M Schmitt, V Pratz, U Köthe, PC Bürkner, ST Radev
Neural Information Processing Systems (NeurIPS), 2024
72024
Sensitivity-Aware Amortized Bayesian Inference
L Elsemüller, H Olischläger, M Schmitt, PC Bürkner, U Köthe, ST Radev
Transactions in Machine Learning Research (TMLR), 2023
62023
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
42024
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
42023
Amortized Bayesian Workflow
M Schmitt, C Li, A Vehtari, L Acerbi, PC Bürkner, ST Radev
NeurIPS 2024 Workshop on Bayesian Decision-making and Uncertainty, 2024
32024
Fuse It or Lose It: Deep Fusion for Multimodal Simulation-Based Inference
M Schmitt, ST Radev, PC Bürkner
arXiv preprint arXiv:2311.10671, 2023
32023
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
22024
Data-efficient variational mutual information estimation via Bayesian self-consistency
DR Ivanova, M Schmitt, ST Radev
NeurIPS 2024 Workshop on Bayesian Decision-making and Uncertainty, 2024
22024
Posterior SBC: Simulation-Based Calibration Checking Conditional on Data
T Säilynoja, M Schmitt, P Bürkner, A Vehtari
arXiv preprint arXiv:2502.03279, 2025
2025
Robust Amortized Bayesian Inference with Self-Consistency Losses on Unlabeled Data
A Mishra, D Habermann, M Schmitt, ST Radev, PC Bürkner
arXiv preprint arXiv:2501.13483, 2025
2025
Amortized Bayesian Workflow
C Li, M Schmitt, A Vehtari, L Acerbi, PC Bürkner, S Radev
2024
Amortized Bayesian Multilevel Models
D Habermann, M Schmitt, L Kühmichel, A Bulling, ST Radev, PC Bürkner
arXiv preprint arXiv:2408.13230, 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
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