Publications

R. Herkert, P. Buchfink, B. Haasdonk, J. Rettberg, and J. Fehr. Randomized Symplectic Model Order Reduction for Hamiltonian Systems. In Ivan Lirkov, and Svetozar Margenov (Eds.), Large-Scale Scientific Computations, 99--107, Springer Nature Switzerland, Cham, 2024. [PUMA: EXC2075 PN3 PN3A-8 PN5 PN5-7 PN6 PN6-1(II) misc]

Dirk Väth, Pascal Tilli, and Ngoc Thang Vu. Beyond Accuracy: A Consolidated Tool for Visual Question Answering Benchmarking. Proceedings of the 2021 Conference on Empirical Methods in Natural Language Processing: System Demonstrations, 114--123, 2021. [PUMA: EXC2075 PN6 PN6-5 PN6-5(II) selected]

Raphael Leiteritz, Marcel Hurler, and Dirk Pflüger. Learning Free-Surface Flow with Physics-Informed Neural Networks. 2021 20th IEEE International Conference on Machine Learning and Applications (ICMLA), 1664-1669, 2021. [PUMA: EXC2075 PN6 PN6-2 selected]

Sarina Meyer, Pascal Tilli, Pavel Denisov, Florian Lux, Julia Koch, and Ngoc Thang Vu. Anonymizing Speech with Generative Adversarial Networks to Preserve Speaker Privacy. 2022 IEEE Spoken Language Technology Workshop (SLT), 912--919, 2023. [PUMA: EXC2075 PN6 PN6-5 PN6-5(II) misc]

Raphael Leiteritz, Kyle Davis, Miriam Schulte, and Dirk Pflüger. A Deep Learning Approach for Thermal Plume Prediction of Groundwater Heat Pumps. 2022. [PUMA: EXC2075 PN6 PN6-2 misc]

Kyle Davis, Raphael Leiteritz, Dirk Pflüger, and Miriam Schulte. Deep learning based surrogate modeling for thermal plume prediction of groundwater heat pumps. 2023. [PUMA: EXC2075 PN6 PN6-2 misc]

Robin Herkert, Patrick Buchfink, Bernard Haasdonk, Johannes Rettberg, and Jörg Fehr. Error Analysis of Randomized Symplectic Model Order Reduction for Hamiltonian systems. 2024. [PUMA: EXC2075 PN3 PN3A-8 PN5 PN5-7 PN6 PN6-1(II) misc] URL

Marcel Breyer, Alexander Van Craen, and Dirk Pflüger. Evaluation of SYCL’s Different Data Parallel Kernels. Proceedings of the 12th International Workshop on OpenCL and SYCL, 1-4, Association for Computing Machinery, New York, NY, USA, April 2024. [PUMA: EXC2075 PN6 PN6-2(II) misc] URL

Viktor Zaverkin, David Holzmüller, Henrik Christiansen, Federico Errica, Francesco Alesiani, Makoto Takamoto, Mathias Niepert, and Johannes Kästner. Uncertainty-biased molecular dynamics for learning uniformly accurate interatomic potentials. npj Comput. Mater., (10):83, 2024. [PUMA: EXC2075 PN6 PN6A-1 selected] URL

Juan Elenter, Luiz F. O. Chamon, and Alejandro Ribeiro. Near-optimal solutions of constrained learning problems. International Conference on Learning Representations~(ICLR), 2024. [PUMA: EXC2075 PN6 PN6-13 selected]

Gleb Tkachev, Steffen Frey, and Thomas Ertl. Local Prediction Models for Spatiotemporal Volume Visualization. IEEE Transactions on Visualization and Computer Graphics, 2019. [PUMA: EXC2075 PN6 PN6-6 selected unclear] URL

Karsten Schatz, Christoph Müller, Patrick Gralka, Moritz Heinemann, Alexander Straub, Christoph Schulz, Matthias Braun, Tobias Rau, Michael Becher, Steffen Frey, Guido Reina, Michael Sedlmair, Daniel Weiskopf, Thomas Ertl, Patrick Diehl, Dominic Marcello, Juhan Frank, and Thomas Müller. 2019 IEEE Scientific Visualization Contest Winner: Visual Analysis of Structure Formation in Cosmic Evolution. IEEE Computer Graphics and Applications, (41)6:101-110, 2021. [PUMA: EXC2075 PN6 PN6-6 selected] URL

Gleb Tkachev, Steffen Frey, and Thomas Ertl. S4: Self-Supervised learning of Spatiotemporal Similarity. IEEE Transactions on Visualization and Computer Graphics, 2021. [PUMA: EXC2075 PN6 PN6-6 slected]

Hamid Gadirov, Gleb Tkachev, Thomas Ertl, and Steffen Frey. Evaluation and Selection of Autoencoders for Expressive Dimensionality Reduction of Spatial Ensembles. International Symposium on Visual Computing, 222--234, 2021. [PUMA: EXC2075 PN6 PN6-6 misc unclear]

Ilyass Tabiai, Gleb Tkachev, Patrick Diehl, Steffen Frey, Thomas Ertl, Daniel Therriault, and Martin Levesque. Hybrid image processing approach for autonomous crack area detection and tracking using local digital image correlation results applied to single-fiber interfacial debonding. Engineering Fracture Mechanics, (216):106485, Elsevier Science, 2019. [PUMA: EXC2075 PN6 PN6-6 selected]

Moritz Heinemann, Steffen Frey, Gleb Tkachev, Alexander Straub, Filip Sadlo, and Thomas Ertl. Visual analysis of droplet dynamics in large-scale multiphase spray simulations. Journal of Visualization, (24)5:943--961, May 4, 2021. [PUMA: EXC2075 PN6 PN6-6 selected] URL

Tanja Munz. VisME software v1.2. Zenodo, 2019. [PUMA: EXC2075 PN6 PN6-4 selected] URL

Tanja Munz, Dirk Väth, Paul Kuznecov, Ngoc Thang Vu, and Daniel Weiskopf. Visualization-based improvement of neural machine translation. Computers & Graphics, (103):45-60, 2022. [PUMA: EXC2075 PN6 PN6-4 selected] URL

Anna Penzkofer, Lei Shi, and Andreas Bulling. VSA4VQA: Scaling A Vector Symbolic Architecture To Visual Question Answering on Natural Images. Proc. 46th Annual Meeting of the Cognitive Science Society (CogSci), 2024. [PUMA: EXC2075 PN6 PN6-11 selected]

Timothy Praditia. Input-Output Dataset for Physics-inspired Artificial Neural Network for Dynamic System. 2020. [PUMA: EXC2075 PN6 darus]