MG
Markus Götz
cs.LGcs.AIcs.DCcs.CVcs.MScs.PFbiophysicscs.NEcs.SEdeep learning
On Valency
published · living versionsW_j3xhr8jz·v1 · currentpublished
Asynchronous, Generation-Free ABC: Streaming AMIS Reweighting for Heterogeneous Simulator Workloads on HPC
with Julian Herold, Alexander Schug
1 version
W_sc2pddqk·v1published
Preprints & journals
32 papers in the corpus · 2020–2026Asynchronous, Generation-Free ABC: Streaming AMIS Reweighting for Heterogeneous Simulator Workloads on HPC2610.29506v1 · Julian Herold, Markus Gotz, Alexander Schug2026 · 0 citationsarXivon Valency
4D Parallelism Unlocks Exascale Bayesian Neural Networks for High-Fidelity Atmospheric Modeling2609.12815v1 · Deifilia Kieckhefen, Juan Pedro Guti'errez Hermosillo Muriedas, Lars Helge Heyen et al.2026 · 0 citationsarXivon Valency
Sampling Parallelism for Fast and Efficient Bayesian Learning2604.04736v1 · Asena Karolin Ozdemir, Lars H. Heyen, Arvid Weyrauch et al.2026 · 0 citationsarXiv
Differentiable Power-Flow Optimization2603.28203v1 · Muhammed Oz, Jasmin Horter, Kaleb Phipps et al.2026 · 0 citationsarXiv
Bayesian Lottery Ticket Hypothesis2602.18825v1 · Nicholas Kuhn, Arvid Weyrauch, Lars Heyen et al.2026 · 0 citationsarXiv
Exploring Federated Learning for Thermal Urban Feature Segmentation -- A Comparison of Centralized and Decentralized Approaches2511.00055v2 · Leonhard Duda, Khadijeh Alibabaei, Elena Vollmer et al.2025 · 1 citationarXiv
pyGinkgo: A Sparse Linear Algebra Operator Framework for Python2510.08230v1 · Keshvi Tuteja, Gregor Olenik, Roman Mishchuk et al.2025 · 0 citationsarXiv
NucleicBERT: Deciphering the language of nucleic acids10.1101/2025.09.02.673754v2 · Upadhyay, U., Herold, J., Götz, M. et al.2025 · 0 citationsbioRxiv
Energy Consumption in Parallel Neural Network Training2508.07706v1 · Philipp Huber, David Li, Juan Pedro Guti'errez Hermosillo Muriedas et al.2025 · 1 citationarXiv
Jigsaw: Training Multi-Billion-Parameter AI Weather Models with Optimized Model Parallelism2507.05753v1 · Deifilia Kieckhefen, Markus Gotz, Lars H. Heyen et al.2025 · 0 citationsarXiv
PETNet -- Coincident Particle Event Detection using Spiking Neural Networks2504.06730v1 · Jan Debus, Charlotte Debus, Gunther Dissertori et al.2025 · 2 citations2024 Neuro Inspired Computational Elements Conference (NICE)
Model Fusion via Neuron Transplantation2502.06849v1 · Muhammed Oz, Nicholas Kiefer, Charlotte Debus et al.2025 · 1 citationarXiv
Deep learning for augmented process monitoring of scalable perovskite thin-film fabrication.39830789 · Laufer, Felix, Götz, Markus, Paetzold, Ulrich W2025 · 37 citationsEnergy & environmental science. 2025;18(4):1767-1782
A Comparative Study of Pruning Methods in Transformer-based Time Series Forecasting2412.12883v1 · Nicholas Kiefer, Arvid Weyrauch, Muhammed Oz et al.2024 · 1 citationarXiv
AutoPQ: Automating Quantile estimation from Point forecasts in the context of sustainability2412.00419v1 · Stefan Meisenbacher, Kaleb Phipps, Oskar Taubert et al.2024 · 2 citationsarXiv
Beyond Backpropagation: Optimization with Multi-Tangent Forward Gradients2410.17764v2 · Katharina Flugel, Daniel Coquelin, Marie Weiel et al.2024 · 0 citationsInternational Joint Conference on Neural Networks (IJCNN), 2025
Automatic heliostat learning for in situ concentrating solar power plant metrology with differentiable ray tracing.39143091 · Pargmann, Max, Ebert, Jan, Götz, Markus et al.2024 · 35 citationsNature communications. 2024;15(1):6997
ReCycle: Fast and Efficient Long Time Series Forecasting with Residual Cyclic Transformers2405.03429v1 · Arvid Weyrauch, Thomas Steens, Oskar Taubert et al.2024 · 3 citationsarXiv
AB-Training: A Communication-Efficient Approach for Distributed Low-Rank Learning2405.01067v2 · Daniel Coquelin, Katherina Flugel, Marie Weiel et al.2024 · 0 citationsarXiv
(Semi-) Automatic Review Process for Common Compound Characterization Data in Organic Synthesis10.26434/chemrxiv-2024-1r9tb-v2 · Yu-Chieh Huang, Pierre Tremouilhac, Stefan Kuhn et al.2024 · 1 citationChemRxiv
Harnessing Orthogonality to Train Low-Rank Neural Networks2401.08505v4 · Daniel Coquelin, Katharina Flugel, Marie Weiel et al.2024 · 1 citationarXiv
Discovering Process Dynamics for Scalable Perovskite Solar Cell Manufacturing with Explainable AI.37904613 · Klein, Lukas, Ziegler, Sebastian, Laufer, Felix et al.2024 · 31 citationsAdvanced materials (Deerfield Beach, Fla.). 2024;36(7):e2307160
RNA contact prediction by data efficient deep learning.37674020 · Taubert, Oskar, von der Lehr, Fabrice, Bazarova, Alina et al.2023 · 11 citationsCommunications biology. 2023;6(1):913
Providing AI expertise as an infrastructure in academia.37602219 · Piraud, Marie, Camero, Andrés, Götz, Markus et al.2023 · 3 citationsPatterns (New York, N.Y.). 2023;4(8):100819
Thermal Bridges on Building Rooftops.37164958 · Mayer, Zoe, Kahn, James, Götz, Markus et al.2023 · 10 citationsScientific data. 2023;10(1):268
Feed-Forward Optimization With Delayed Feedback for Neural Network Training2304.13372v2 · Katharina Flugel, Daniel Coquelin, Marie Weiel et al.2023 · 8 citationsNeural Information Processing (ICONIP 2024), Lecture Notes in Computer Science vol 15289 (2025), pp 74-88
Massively Parallel Genetic Optimization through Asynchronous Propagation of Populations2301.08713v1 · Oskar Taubert, Marie Weiel, Daniel Coquelin et al.2023 · 12 citationsarXiv
Precise Energy Consumption Measurements of Heterogeneous Artificial Intelligence Workloads2212.01698v1 · Ren'e Caspart, Sebastian Ziegler, Arvid Weyrauch et al.2022 · 21 citationsarXiv
Learning Tree Structures from Leaves For Particle Decay Reconstruction2208.14924v2 · James Kahn, Ilias Tsaklidis, Oskar Taubert et al.2022 · 8 citationsarXiv
HyDe: The First Open-Source, Python-Based, GPU-Accelerated Hyperspectral Denoising Package2204.06979v1 · Daniel Coquelin, Behnood Rasti, Markus Gotz et al.2022 · 9 citationsarXiv
Accelerating Neural Network Training with Distributed Asynchronous and Selective Optimization (DASO)2104.05588v2 · Daniel Coquelin, Charlotte Debus, Markus Gotz et al.2021 · 7 citationsJ Big Data 9, 14 (2022)
HeAT -- a Distributed and GPU-accelerated Tensor Framework for Data Analytics2007.13552v2 · Markus Gotz, Daniel Coquelin, Charlotte Debus et al.2020 · 20 citationsarXiv
Career total: 118 works. 32 are in this corpus.
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