Practical and rigorous uncertainty bounds for gaussian process regression C Fiedler, CW Scherer, S Trimpe Proceedings of the AAAI conference on artificial intelligence 35 (8), 7439-7447, 2021 | 45 | 2021 |
Learning-enhanced robust controller synthesis with rigorous statistical and control-theoretic guarantees C Fiedler, CW Scherer, S Trimpe 2021 60th IEEE Conference on Decision and Control (CDC), 5122-5129, 2021 | 12 | 2021 |
A kernel two-sample test for dynamical systems F Solowjow, D Baumann, C Fiedler, A Jocham, T Seel, S Trimpe arXiv preprint arXiv:2004.11098, 2020 | 10 | 2020 |
Stable recovery of entangled weights: Towards robust identification of deep neural networks from minimal samples C Fiedler, M Fornasier, T Klock, M Rauchensteiner Applied and Computational Harmonic Analysis 62, 123-172, 2023 | 8 | 2023 |
Reproducing kernel Hilbert spaces in the mean field limit C Fiedler, M Herty, M Rom, C Segala, S Trimpe Kinetic and Related Models 16 (6), 850-870, 2023 | 2 | 2023 |
Learning Functions and Uncertainty Sets Using Geometrically Constrained Kernel Regression C Fiedler, CW Scherer, S Trimpe 2022 IEEE 61st Conference on Decision and Control (CDC), 2141-2146, 2022 | 2 | 2022 |
Learning deep neural networks with very few samples C Fiedler Master’s thesis, Technical University Munich, 2019 | 1 | 2019 |
On kernel-based statistical learning theory in the mean field limit C Fiedler, M Herty, S Trimpe Thirty-seventh Conference on Neural Information Processing Systems, 2023 | | 2023 |
Lipschitz and H\" older Continuity in Reproducing Kernel Hilbert Spaces C Fiedler arXiv preprint arXiv:2310.18078, 2023 | | 2023 |
On kernel-based statistical learning in the mean field limit C Fiedler, M Herty, S Trimpe arXiv preprint arXiv:2310.18074, 2023 | | 2023 |
Revisiting the derivation of stage costs in infinite horizon discrete-time optimal control C Fiedler, S Trimpe 2022 30th Mediterranean Conference on Control and Automation (MED), 211-216, 2022 | | 2022 |
Theorie und Anwendung dissipativer Systeme bei der Stabilisierung nichtlinearer Kontrollsysteme C Fiedler Bachelor's Thesis, University of Bayreuth, 2015 | | 2015 |