Unobtrusive heart rate estimation during physical exercise using photoplethysmographic and acceleration data. - 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 (EMBC, 2015)

Automatic detection and analysis of photovoltaic modules in aerial infrared imagery. - Sergiu Dotenco; Manuel Dalsass; Ludwig Winkler; Tobias Wurzner; Christoph Brabec; Andreas K. Maier; Florian Gallwitz (WACV, 2016)

Towards CRISP-ML(Q): A Machine Learning Process Model with Quality Assurance Methodology. - Stefan Studer; Thanh Binh Bui; Christian Drescher; Alexander Hanuschkin; Ludwig Winkler; Steven Peters; Klaus-Robert Müller (Mach. Learn. Knowl. Extr., 2021)

Super-resolution in Molecular Dynamics Trajectory Reconstruction with Bi-Directional Neural Networks. - Ludwig Winkler; Klaus-Robert Müller; Huziel E. Sauceda (CoRR, 2022)

Stochastic Control for Bayesian Neural Network Training. - Ludwig Winkler; César Ojeda; Manfred Opper (Entropy, 2022)

High-fidelity molecular dynamics trajectory reconstruction with bi-directional neural networks. - Ludwig Winkler; Klaus-Robert Müller; Huziel E. Sauceda (Mach. Learn. Sci. Technol., 2022)

A Score-Based Approach for Training Schrödinger Bridges for Data Modelling. - Ludwig Winkler; César Ojeda; Manfred Opper (Entropy, 2023)

Fast and unified path gradient estimators for normalizing flows. - Lorenz Vaitl; Ludwig Winkler; Lorenz Richter; Pan Kessel (ICLR, 2024)

Bridging discrete and continuous state spaces: Exploring the Ehrenfest process in time-continuous diffusion models. - Ludwig Winkler; Lorenz Richter; Manfred Opper (ICML, 2024)

Time-Reversible Bridges of Data with Machine Learning. - Ludwig Winkler (CoRR, 2024)