Paul J. Atzberger

1. Variational Autoencoders for Learning Nonlinear Dynamics of Physical Systems
   2020/12/07 by Ryan Lopez, Paul J. Atzberger, Lopez, Ryan +1 · 23 citations
   Computer Science · Physics and Astronomy · #Artificial Intelligence (cs.AI) #Computational Physics and Python Applications #Differential Geometry (math.DG) #Dynamical Systems (math.DS) #FOS: Computer and information sciences #FOS: Electrical engineering #FOS: Mathematics #Gaussian Processes and Bayesian Inference #Machine Learning (cs.LG) #Model Reduction and Neural Networks #Systems and Control (eess.SY) #electronic engineering #information engineering
2. GD-VAEs: Geometric Dynamic Variational Autoencoders for Learning Nonlinear Dynamics and Dimension Reductions
   2022/06/10 by Ryan Lopez, Lopez, Ryan, Paul J. Atzberger +1 · 3 citations
   Computer Science · Physics and Astronomy · #Computational Physics and Python Applications #Data Analysis #Dynamical Systems (math.DS) #FOS: Computer and information sciences #FOS: Mathematics #FOS: Physical sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Model Reduction and Neural Networks #Neural Networks and Applications #Numerical Analysis (math.NA) #Statistics and Probability (physics.data-an)
3. SDYN-GANs: Adversarial Learning Methods for Multistep Generative Models for General Order Stochastic Dynamics
   2023/02/07 by Panos Stinis, Constantinos Daskalakis, Stinis, Panos +3 · 2 citations
   Computer Science · Physics and Astronomy · #Computational Physics and Python Applications #Data Analysis #Dynamical Systems (math.DS) #FOS: Computer and information sciences #FOS: Mathematics #FOS: Physical sciences #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Model Reduction and Neural Networks #Numerical Analysis (math.NA) #Statistics and Probability (physics.data-an)
4. Transferable Foundation Models for Geometric Tasks on Point Cloud Representations: Geometric Neural Operators
   2025/03/06 by Blaine Quackenbush, Paul J. Atzberger, Quackenbush, Blaine +1 · 1 citation
   Computer Science · Engineering · Physics and Astronomy · #3D Shape Modeling and Analysis #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Model Reduction and Neural Networks #Numerical Analysis (math.NA) #Optimization and Control (math.OC) #Topological and Geometric Data Analysis