Marvin Schmitt

University of Stuttgart — Germany

Computer Science · Physical Sciences

6h-index64citations22works1.82yr avg
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Research Topics

Gaussian Processes and Bayesian Inference(5), Bayesian Modeling and Causal Inference(3), Anomaly Detection Techniques and Applications(3), Explainable Artificial Intelligence (XAI)(3), Generative Adversarial Networks and Image Synthesis(2)

Publications22 total

Posterior SBC: simulation-based calibration checking conditional on data
Statistics and Computing·2026Open Access
Simulations in Statistical Workflows
arXiv (Cornell University)·2025Open Access
Posterior SBC: Simulation-Based Calibration Checking Conditional on Data
arXiv (Cornell University)·2025Open Access
Robust Amortized Bayesian Inference with Self-Consistency Losses on Unlabeled Data
arXiv (Cornell University)·2025Open Access
Amortized Bayesian Multilevel Models
Bayesian Analysis·2025Open Access
Amortized Bayesian Workflow
ArXiv.org·2024Open Access
Amortized Bayesian Multilevel Models
arXiv (Cornell University)·2024· 1 citedOpen Access
Detecting Model Misspecification in Amortized Bayesian Inference with Neural Networks: An Extended Investigation
arXiv (Cornell University)·2024· 2 citedOpen Access
The Simplex Projection: Lossless Visualization of 4D Compositional Data on a 2D Canvas
arXiv (Cornell University)·2024Open Access
Smoking is associated with increased eryptosis, suicidal erythrocyte death, in a large population-based cohort
Scientific Reports·2024· 6 citedOpen Access
Consistency Models for Scalable and Fast Simulation-Based Inference
2024
Detecting Model Misspecification in Amortized Bayesian Inference with Neural Networks
Lecture notes in computer science·2024· 13 cited
Consistency Models for Scalable and Fast Simulation-Based Inference
arXiv (Cornell University)·2023Open Access
Fuse It or Lose It: Deep Fusion for Multimodal Simulation-Based Inference
arXiv (Cornell University)·2023Open Access
Sensitivity-Aware Amortized Bayesian Inference
arXiv (Cornell University)·2023· 6 citedOpen Access
Leveraging Self-Consistency for Data-Efficient Amortized Bayesian Inference
arXiv (Cornell University)·2023Open Access
Separation of Volatile Organic Compounds from Viscous Liquids with RPB Technology
Industrial & Engineering Chemistry Research·2023· 6 cited
BayesFlow: Amortized Bayesian Workflows With Neural Networks
arXiv (Cornell University)·2023· 3 citedOpen Access
Association between vitamin D status and eryptosis–results from the German National Cohort Study
Annals of Hematology·2023· 6 citedOpen Access
JANA: Jointly Amortized Neural Approximation of Complex Bayesian Models
arXiv (Cornell University)·2023· 6 citedOpen Access
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Frequent Co-authors

Paul‐Christian Bürkner(20), Stefan T. Radev(17), Ullrich Köthe(9), Valentin Pratz(4), Daniel Habermann(4), Franz Ewendt(2), Alexander Kluttig(2), Frank Bernhard Kraus(2), Wim Wätjen(2), Michael Föller(2), Gabriele I. Stangl(2), Lasse Elsemüller(2), Lars Kühmichel(2), Andreas Bulling(2), Teemu Säilynoja(2), Aki Vehtari(2), Julia Kühn(1), Frank Hirche(1), Beatrice Ludwig‐Kraus(1), Rafael Mikolajczyk(1)