Matthias Karlbauer

22 papers A* 2B 1Journal 14Unranked 5

Year	Rank	Type	Title / Venue / Authors
2025	—	`conf`	Minimal Convolutional RNNs Accelerate Spatiotemporal Learning. ICANN (1) Cosku Can Horuz, Sebastian Otte, Martin V. Butz, Matthias Karlbauer
2025	J	`jnl`	Minimal Convolutional RNNs Accelerate Spatiotemporal Learning. CoRR Cosku Can Horuz, Sebastian Otte, Martin V. Butz, Matthias Karlbauer
2024	J	`jnl`	Comparing and Contrasting Deep Learning Weather Prediction Backbones on Navier-Stokes and Atmospheric Dynamics. CoRR Matthias Karlbauer, Danielle C. Maddix, Abdul Fatir Ansari, Boran Han, Gaurav Gupta, Yuyang Wang, Andrew Stuart, Michael W. Mahoney
2024	J	`jnl`	Inferring Underwater Topography with FINN. CoRR Cosku Can Horuz, Matthias Karlbauer, Timothy Praditia, Sergey Oladyshkin, Wolfgang Nowak, Sebastian Otte
2023	J	`jnl`	Advancing Parsimonious Deep Learning Weather Prediction using the HEALPix Mesh. CoRR Matthias Karlbauer, Nathaniel Cresswell-Clay, Raul A. Moreno, Dale R. Durran, Thorsten Kurth, Martin V. Butz
2023	J	`jnl`	Extending the Omniglot Challenge: Imitating Handwriting Styles on a New Sequential Data Set. IEEE Trans. Cogn. Dev. Syst. Sarah Fabi, Sebastian Otte, Fedor Scholz, Julius Wührer, Matthias Karlbauer, Martin V. Butz
2023	J	`jnl`	Inductive biases in deep learning models for weather prediction. CoRR Jannik Thümmel, Matthias Karlbauer, Sebastian Otte, Christiane Zarfl, Georg Martius, Nicole Ludwig, Thomas Scholten, Ulrich Friedrich, Volker Wulfmeyer, Bedartha Goswami, Martin V. Butz
2023	A*	`conf`	Learning What and Where: Disentangling Location and Identity Tracking Without Supervision. ICLR Manuel Traub, Sebastian Otte, Tobias Menge, Matthias Karlbauer, Jannik Thümmel, Martin V. Butz
2023	J	`jnl`	Physical Domain Reconstruction with Finite Volume Neural Networks. Appl. Artif. Intell. Cosku Can Horuz, Matthias Karlbauer, Timothy Praditia, Martin V. Butz, Sergey Oladyshkin, Wolfgang Nowak, Sebastian Otte
2022	A*	`conf`	Composing Partial Differential Equations with Physics-Aware Neural Networks. ICML Matthias Karlbauer, Timothy Praditia, Sebastian Otte, Sergey Oladyshkin, Wolfgang Nowak, Martin V. Butz
2022	—	`conf`	Infering Boundary Conditions in Finite Volume Neural Networks. ICANN (1) Cosku Can Horuz, Matthias Karlbauer, Timothy Praditia, Martin V. Butz, Sergey Oladyshkin, Wolfgang Nowak, Sebastian Otte
2022	J	`jnl`	Learning What and Where - Unsupervised Disentangling Location and Identity Tracking. CoRR Manuel Traub, Sebastian Otte, Tobias Menge, Matthias Karlbauer, Jannik Thümmel, Martin V. Butz
2021	J	`jnl`	Composing Partial Differential Equations with Physics-Aware Neural Networks. CoRR Matthias Karlbauer, Timothy Praditia, Sebastian Otte, Sergey Oladyshkin, Wolfgang Nowak, Martin V. Butz
2021	J	`jnl`	Finite Volume Neural Network: Modeling Subsurface Contaminant Transport. CoRR Timothy Praditia, Matthias Karlbauer, Sebastian Otte, Sergey Oladyshkin, Martin V. Butz, Wolfgang Nowak
2021	—	`conf`	Latent State Inference in a Spatiotemporal Generative Model. ICANN (4) Matthias Karlbauer, Tobias Menge, Sebastian Otte, Hendrik P. A. Lensch, Thomas Scholten, Volker Wulfmeyer, Martin V. Butz
2021	—	`conf`	Signal Denoising with Recurrent Spiking Neural Networks and Active Tuning. ICANN (5) Melvin Ciurletti, Manuel Traub, Matthias Karlbauer, Martin V. Butz, Sebastian Otte
2020	B	`conf`	A Distributed Neural Network Architecture for Robust Non-Linear Spatio-Temporal Prediction. ESANN Matthias Karlbauer, Sebastian Otte, Hendrik P. A. Lensch, Thomas Scholten, Volker Wulfmeyer, Martin V. Butz
2020	J	`jnl`	Active Tuning. CoRR Sebastian Otte, Matthias Karlbauer, Martin V. Butz
2020	J	`jnl`	Hidden Latent State Inference in a Spatio-Temporal Generative Model. CoRR Matthias Karlbauer, Tobias Menge, Sebastian Otte, Hendrik P. A. Lensch, Thomas Scholten, Volker Wulfmeyer, Martin V. Butz
2020	—	`conf`	Inferring, Predicting, and Denoising Causal Wave Dynamics. ICANN (1) Matthias Karlbauer, Sebastian Otte, Hendrik P. A. Lensch, Thomas Scholten, Volker Wulfmeyer, Martin V. Butz
2020	J	`jnl`	Inferring, Predicting, and Denoising Causal Wave Dynamics. CoRR Matthias Karlbauer, Sebastian Otte, Hendrik P. A. Lensch, Thomas Scholten, Volker Wulfmeyer, Martin V. Butz
2019	J	`jnl`	A Distributed Neural Network Architecture for Robust Non-Linear Spatio-Temporal Prediction. CoRR Matthias Karlbauer, Sebastian Otte, Hendrik P. A. Lensch, Thomas Scholten, Volker Wulfmeyer, Martin V. Butz