Marvin Schmitt
- JANA: Jointly Amortized Neural Approximation of Complex Bayesian Models
2023/02/17 by Stefan T. Radev, Marvin Schmitt, Radev, Stefan T. +9 · 8 citations
Computer Science · #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Gaussian Processes and Bayesian Inference #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning in Healthcare
- BayesFlow: Amortized Bayesian Workflows With Neural Networks
2023/06/28 by Stefan T. Radev, Radev, Stefan T, Marvin Schmitt +13 · 6 citations
Computer Science · #Anomaly Detection Techniques and Applications #Adversarial Robustness in Machine Learning #Machine Learning and Data Classification
- Detecting Model Misspecification in Amortized Bayesian Inference with Neural Networks
2021/12/16 by Marvin Schmitt, Paul‐Christian Bürkner, Schmitt, Marvin +5 · 5 citations
Computer Science · #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Gaussian Processes and Bayesian Inference #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning in Healthcare #Methodology (stat.ME)
- Amortized Bayesian Multilevel Models
2024/08/23 by Daniel Habermann, Marvin Schmitt, Habermann, Daniel +10 · 2 voices · 3 citations
Physics and Astronomy · #Opinion Dynamics and Social Influence #cs.LG #stat.CO #stat.ML
- Amortized Bayesian Workflow
2024/09/06 by Chengkun Li, Aki Vehtari, Li, Chengkun +10 · 3 voices · 1 citation
Decision Sciences · #Scientific Computing and Data Management
- Detecting Model Misspecification in Amortized Bayesian Inference with Neural Networks: An Extended Investigation
2024/06/05 by Marvin Schmitt, Paul‐Christian Bürkner, Schmitt, Marvin +5 · 2 citations
Computer Science · Engineering · #Anomaly Detection Techniques and Applications #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Fault Detection and Control Systems #Machine Learning (cs.LG)
- Posterior SBC: Simulation-Based Calibration Checking Conditional on Data
2025/02/05 by Teemu Säilynoja, Säilynoja, Teemu, Marvin Schmitt +6 · 1 voice · 2 citations
Decision Sciences · #Simulation Techniques and Applications
- Simulations in Statistical Workflows
2025/03/31 by Paul-Christian Bürkner, Bürkner, Paul-Christian, Marvin Schmitt +3 · 2 voices · 1 citation
#stat.CO
- Robust Amortized Bayesian Inference with Self-Consistency Losses on Unlabeled Data
2025/01/23 by Aayush Mishra, Mishra, Aayush, Daniel Habermann +7 · 3 citations
Computer Science · Mathematics · #Bayesian Methods and Mixture Models #Bayesian Modeling and Causal Inference #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Statistical Methods and Inference