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Ludwig Winkler
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Journal Articles
- 2023
- [j4]Ludwig Winkler, César Ojeda, Manfred Opper:
A Score-Based Approach for Training Schrödinger Bridges for Data Modelling. Entropy 25(2): 316 (2023) - 2022
- [j3]Ludwig Winkler, César Ojeda, Manfred Opper:
Stochastic Control for Bayesian Neural Network Training. Entropy 24(8): 1097 (2022) - [j2]Ludwig Winkler, Klaus-Robert Müller, Huziel E. Sauceda:
High-fidelity molecular dynamics trajectory reconstruction with bi-directional neural networks. Mach. Learn. Sci. Technol. 3(2): 25011 (2022) - 2021
- [j1]Stefan Studer, Thanh Binh Bui, Christian Drescher, Alexander Hanuschkin, Ludwig Winkler, Steven Peters, Klaus-Robert Müller:
Towards CRISP-ML(Q): A Machine Learning Process Model with Quality Assurance Methodology. Mach. Learn. Knowl. Extr. 3(2): 392-413 (2021)
Conference and Workshop Papers
- 2024
- [c4]Lorenz Vaitl, Ludwig Winkler, Lorenz Richter, Pan Kessel:
Fast and unified path gradient estimators for normalizing flows. ICLR 2024 - [c3]Ludwig Winkler, Lorenz Richter, Manfred Opper:
Bridging discrete and continuous state spaces: Exploring the Ehrenfest process in time-continuous diffusion models. ICML 2024 - 2016
- [c2]Sergiu Dotenco, Manuel Dalsass, Ludwig Winkler, Tobias Wurzner, Christoph Brabec, Andreas K. Maier, Florian Gallwitz:
Automatic detection and analysis of photovoltaic modules in aerial infrared imagery. WACV 2016: 1-9 - 2015
- [c1]Patrick Mullan, Christoph M. Kanzler, Benedikt Lorch, Lea Schroeder, Ludwig Winkler, Larissa Laich, Frederik Riedel, Robert Richer, Christoph Luckner, Heike Leutheuser, Björn M. Eskofier, Cristian F. Pasluosta:
Unobtrusive heart rate estimation during physical exercise using photoplethysmographic and acceleration data. EMBC 2015: 6114-6117
Informal and Other Publications
- 2024
- [i4]Lorenz Vaitl, Ludwig Winkler, Lorenz Richter, Pan Kessel:
Fast and Unified Path Gradient Estimators for Normalizing Flows. CoRR abs/2403.15881 (2024) - [i3]Ludwig Winkler, Lorenz Richter, Manfred Opper:
Bridging discrete and continuous state spaces: Exploring the Ehrenfest process in time-continuous diffusion models. CoRR abs/2405.03549 (2024) - 2022
- [i2]Ludwig Winkler, Klaus-Robert Müller, Huziel E. Sauceda:
Super-resolution in Molecular Dynamics Trajectory Reconstruction with Bi-Directional Neural Networks. CoRR abs/2201.01195 (2022) - 2020
- [i1]Stefan Studer, Thanh Binh Bui, Christian Drescher, Alexander Hanuschkin, Ludwig Winkler, Steven Peters, Klaus-Robert Müller:
Towards CRISP-ML(Q): A Machine Learning Process Model with Quality Assurance Methodology. CoRR abs/2003.05155 (2020)
Coauthor Index
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