Ludwig Winkler

According to our database, Ludwig Winkler authored at least 9 papers between 2015 and 2024.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2024

Bridging discrete and continuous state spaces: Exploring the Ehrenfest process in time-continuous diffusion models.

Ludwig Winkler, Lorenz Richter, Manfred Opper

Proceedings of the Forty-first International Conference on Machine Learning, 2024

Fast and unified path gradient estimators for normalizing flows.

Lorenz Vaitl, Ludwig Winkler, Lorenz Richter, Pan Kessel

Proceedings of the Twelfth International Conference on Learning Representations, 2024

2023

A Score-Based Approach for Training Schrödinger Bridges for Data Modelling.

Ludwig Winkler, César Ojeda, Manfred Opper

Entropy, February, 2023

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

Stochastic Control for Bayesian Neural Network Training.

Ludwig Winkler, César Ojeda, Manfred Opper

Entropy, 2022

Super-resolution in Molecular Dynamics Trajectory Reconstruction with Bi-Directional Neural Networks.

Ludwig Winkler, Klaus-Robert Müller, Huziel E. Sauceda

CoRR, 2022

2021

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

2016

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

Proceedings of the 2016 IEEE Winter Conference on Applications of Computer Vision, 2016

2015

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

Proceedings of the 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2015