CD
Charlotte Debus
cs.LGcs.AIcs.DCContrast MediaMagnetic Resonance ImagingAlgorithmscs.MScs.PFHeavy Ion RadiotherapyModels, Statistical
On Valency
published · living versionsW_sc2pddqk·v1 · currentpublished
4D Parallelism Unlocks Exascale Bayesian Neural Networks for High-Fidelity Atmospheric Modeling
with Deifilia Kieckhefen, Juan Pedro Gutiérrez Hermosillo Muriedas, Lars Helge Heyen, Mathis Bode +10
1 version
Preprints & journals
31 papers in the corpus · 2017–20264D 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
Rethinking Likelihood distributions: Student's t Likelihood Boosts Bayesian Neural Network Performance2607.25376v1 · Pei-Hsuan Hsia, Lars H. Heyen, Arvid Weyrauch et al.2026 · 0 citationsarXiv
Sampling Parallelism for Fast and Efficient Bayesian Learning2604.04736v1 · Asena Karolin Ozdemir, Lars H. Heyen, Arvid Weyrauch et al.2026 · 0 citationsarXiv
Inverse Design of Optical Multilayer Thin Films using Robust Masked Diffusion Models2604.01106v1 · Jonas Schaible, Asena Karolin Ozdemir, Charlotte Debus 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
pyGinkgo: A Sparse Linear Algebra Operator Framework for Python2510.08230v1 · Keshvi Tuteja, Gregor Olenik, Roman Mishchuk et al.2025 · 0 citationsarXiv
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
A Comparative Study of Pruning Methods in Transformer-based Time Series Forecasting2412.12883v1 · Nicholas Kiefer, Arvid Weyrauch, Muhammed Oz et al.2024 · 1 citationarXiv
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
ReCycle: Fast and Efficient Long Time Series Forecasting with Residual Cyclic Transformers2405.03429v1 · Arvid Weyrauch, Thomas Steens, Oskar Taubert et al.2024 · 3 citationsarXiv
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
A community-endorsed open-source lexicon for contrast agent-based perfusion MRI: A consensus guidelines report from the ISMRM Open Science Initiative for Perfusion Imaging (OSIPI).37831600 · Dickie, Ben R, Ahmed, Zaki, Arvidsson, Jonathan et al.2024 · 18 citationsMagnetic resonance in medicine. 2024;91(5):1761-1773
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
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
The impact of tumor metabolic activity assessed by 18F-FET amino acid PET imaging in particle radiotherapy of high-grade glioma patients.36203443 · Waltenberger, Maria, Furkel, Jennifer, Röhrich, Manuel et al.2022 · 7 citationsFrontiers in oncology. 2022;12:901390
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
Impact of Single Dose Photons and Carbon Ions on Perfusion and Vascular Permeability: A Dynamic Contrast-Enhanced MRI Pilot Study in the Anaplastic Rat Prostate Tumor R3327-AT1.31697210 · Bendinger, Alina L, Seyler, Lisa, Saager, Maria et al.2020 · 8 citationsRadiation research. 2020;193(1):34-45
Bolus arrival time estimation in dynamic contrast-enhanced magnetic resonance imaging of small animals based on spline models.30625424 · Bendinger, Alina L, Debus, Charlotte, Glowa, Christin et al.2019 · 8 citationsPhysics in medicine and biology. 2019;64(4):045003
MITK-ModelFit: A generic open-source framework for model fits and their exploration in medical imaging - design, implementation and application on the example of DCE-MRI.30651067 · Debus, Charlotte, Floca, Ralf, Ingrisch, Michael et al.2019 · 27 citationsBMC bioinformatics. 2019;20(1):31
Feasibility and robustness of dynamic 18F-FET PET based tracer kinetic models applied to patients with recurrent high-grade glioma prior to carbon ion irradiation.30283013 · Debus, Charlotte, Afshar-Oromieh, Ali, Floca, Ralf et al.2019 · 26 citationsScientific reports. 2018;8(1):14760
Impact of 18F-FET PET on Target Volume Definition and Tumor Progression of Recurrent High Grade Glioma Treated with Carbon-Ion Radiotherapy.29740097 · Debus, Charlotte, Waltenberger, Maria, Floca, Ralf et al.2019 · 38 citationsScientific reports. 2018;8(1):7201
Impact of fitting algorithms on errors of parameter estimates in dynamic contrast-enhanced MRI.28858856 · Debus, C, Floca, R, Nörenberg, D et al.2018 · 13 citationsPhysics in medicine and biology. 2017;62(24):9322-9340
A point kernel algorithm for microbeam radiation therapy.28922140 · Debus, Charlotte, Oelfke, Uwe, Bartzsch, Stefan2018 · 14 citationsPhysics in medicine and biology. 2017;62(21):8341-8359
Career total: 82 works. 31 are in this corpus.
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