Nowak, Wolfgang

1. Composing Partial Differential Equations with Physics-Aware Neural Networks
   2021/11/23 by Karlbauer, Matthias, Praditia, Timothy, Otte, Sebastian +3 · 3 citations
   #FOS: Computer and information sciences #Machine Learning (cs.LG)
2. Surrogate-based Bayesian Comparison of Computationally Expensive Models:\n Application to Microbially Induced Calcite Precipitation
   2020/11/25 by Stefania Scheurer, Aline Schäfer Rodrigues Silva, Scheurer, Stefania +11 · 1 citation
   Engineering · #Applications (stat.AP) #Drilling and Well Engineering #FOS: Computer and information sciences #Hydraulic Fracturing and Reservoir Analysis #Reservoir Engineering and Simulation Methods
3. Uncertainty-Aware Surrogate-based Amortized Bayesian Inference for Computationally Expensive Models
   2025/05/13 by Stefania Scheurer, Philipp Reiser, Scheurer, Stefania +9 · 1 citation
   Computer Science · #FOS: Computer and information sciences #Gaussian Processes and Bayesian Inference #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Data Classification #Methodology (stat.ME)