Christian Fiedler

According to our database, Christian Fiedler authored at least 16 papers between 2019 and 2024.

Collaborative distances:

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

2024

On Safety in Safe Bayesian Optimization.

Christian Fiedler, Johanna Menn, Lukas Kreisköther, Sebastian Trimpe

CoRR, 2024

On Statistical Learning Theory for Distributional Inputs.

Christian Fiedler, Pierre-François Massiani, Friedrich Solowjow, Sebastian Trimpe

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

Analysis of EMPC Schemes Without Terminal Constraints via Local Incremental Stabilizability.

Christian Fiedler, Sebastian Trimpe

Proceedings of the European Control Conference, 2024

2023

Mean-Field Limits for Discrete-Time Dynamical Systems via Kernel Mean Embeddings.

Christian Fiedler, Michael Herty, Sebastian Trimpe

IEEE Control. Syst. Lett., 2023

Automatic nonlinear MPC approximation with closed-loop guarantees.

Abdullah Tokmak, Christian Fiedler, Melanie N. Zeilinger, Sebastian Trimpe, Johannes Köhler

CoRR, 2023

Lipschitz and Hölder Continuity in Reproducing Kernel Hilbert Spaces.

Christian Fiedler

CoRR, 2023

On kernel-based statistical learning in the mean field limit.

Christian Fiedler, Michael Herty, Sebastian Trimpe

CoRR, 2023

Reproducing kernel Hilbert spaces in the mean field limit.

Christian Fiedler, Michael Herty, Michael Rom, Chiara Segala, Sebastian Trimpe

CoRR, 2023

On kernel-based statistical learning theory in the mean field limit.

Christian Fiedler, Michael Herty, Sebastian Trimpe

Proceedings of the Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, 2023

2022

Revisiting the derivation of stage costs in infinite horizon discrete-time optimal control.

Christian Fiedler, Sebastian Trimpe

Proceedings of the 30th Mediterranean Conference on Control and Automation, 2022

Learning Functions and Uncertainty Sets Using Geometrically Constrained Kernel Regression.

Christian Fiedler, Carsten W. Scherer, Sebastian Trimpe

Proceedings of the 61st IEEE Conference on Decision and Control, 2022

2021

Stable Recovery of Entangled Weights: Towards Robust Identification of Deep Neural Networks from Minimal Samples.

Christian Fiedler, Massimo Fornasier, Timo Klock, Michael Rauchensteiner

CoRR, 2021

Learning-enhanced robust controller synthesis with rigorous statistical and control-theoretic guarantees.

Christian Fiedler, Carsten W. Scherer, Sebastian Trimpe

Proceedings of the 2021 60th IEEE Conference on Decision and Control (CDC), 2021

Practical and Rigorous Uncertainty Bounds for Gaussian Process Regression.

Christian Fiedler, Carsten W. Scherer, Sebastian Trimpe

Proceedings of the Thirty-Fifth AAAI Conference on Artificial Intelligence, 2021

2020

A Kernel Two-sample Test for Dynamical Systems.

Friedrich Solowjow, Dominik Baumann, Christian Fiedler, Andreas Jocham, Thomas Seel, Sebastian Trimpe

CoRR, 2020

2019

Simulation of RPDEVS Models of Logic Gates.

Christian Fiedler, Franz Josef Preyser, Wolfgang Kastner

Simul. Notes Eur., 2019