Ludwig Winkler

Publication Activity (10 Years)

Years Active: 2015-2024
Publications (10 Years): 10

Top Topics

Gradient Estimators

Diffusion Models

Top Venues

Mach. Learn. Sci. Technol.

Publications

Ludwig Winkler, Lorenz Richter, Manfred Opper
Bridging discrete and continuous state spaces: Exploring the Ehrenfest process in time-continuous diffusion models. CoRR (2024)
Lorenz Vaitl, Ludwig Winkler, Lorenz Richter, Pan Kessel
Fast and Unified Path Gradient Estimators for Normalizing Flows. CoRR (2024)
Lorenz Vaitl, Ludwig Winkler, Lorenz Richter, Pan Kessel
Fast and unified path gradient estimators for normalizing flows. ICLR (2024)
Ludwig Winkler, César Ojeda, Manfred Opper
A Score-Based Approach for Training Schrödinger Bridges for Data Modelling. Entropy 25 (2) (2023)
Ludwig Winkler, Klaus-Robert Müller, Huziel E. Sauceda
Super-resolution in Molecular Dynamics Trajectory Reconstruction with Bi-Directional Neural Networks. CoRR (2022)
Ludwig Winkler, César Ojeda, Manfred Opper
Stochastic Control for Bayesian Neural Network Training. Entropy 24 (8) (2022)
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) (2022)
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) (2021)
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 (2020)
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)
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)