Christian Jacobsen

Publication Activity (10 Years)

Years Active: 2021-2024
Publications (10 Years): 5

Top Topics

Variational Bayesian

Inverse Problems

Generative Model

Top Venues

J. Comput. Phys.

Publications

Christian Jacobsen, Jiayuan Dong, Mehdi Khalloufi, Xun Huan, Karthik Duraisamy, Maryam Akram, Wanjiao Liu
Enhancing Dynamical System Modeling through Interpretable Machine Learning Augmentations: A Case Study in Cathodic Electrophoretic Deposition. CoRR (2024)
Christian Jacobsen, Ivan Zanardi, Sahil Bhola, Karthik Duraisamy, Marco Panesi
Information theoretic clustering for coarse-grained modeling of non-equilibrium gas dynamics. J. Comput. Phys. 507 (2024)
Jiayuan Dong, Christian Jacobsen, Mehdi Khalloufi, Maryam Akram, Wanjiao Liu, Karthik Duraisamy, Xun Huan
Variational Bayesian Optimal Experimental Design with Normalizing Flows. CoRR (2024)
Christian Jacobsen, Yilin Zhuang, Karthik Duraisamy
CoCoGen: Physically-Consistent and Conditioned Score-based Generative Models for Forward and Inverse Problems. CoRR (2023)
Christian Jacobsen, Karthik Duraisamy
Disentangling Generative Factors of Physical Fields Using Variational Autoencoders. CoRR (2021)