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Stefan Depeweg
Stefan Depeweg
Siemens AG
Adresse e-mail validée de uos.de
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Decomposition of uncertainty in bayesian deep learning for efficient and risk-sensitive learning
S Depeweg, JM Hernández-Lobato, F Doshi-Velez, S Udluft
ICML, 2018
4022018
Learning and policy search in stochastic dynamical systems with bayesian neural networks
S Depeweg, JM Hernández-Lobato, F Doshi-Velez, S Udluft
International Conference on Learning Representations (ICLR 2017), 2017
1882017
A Benchmark Environment Motivated by Industrial Control Problems
D Hein, S Depeweg, M Tokic, S Udluft, A Hentschel, TA Runkler, ...
IEEE Symposium on Computational Intelligence (IEEE SSCI 2017), 2017
612017
Uncertainty Decomposition in Bayesian Neural Networks with Latent Variables
S Depeweg, JM Hernández-Lobato, F Doshi-Velez, S Udluft
ICML 2017 Workshop on Reliable Machine Learning in the Wild, 2017
422017
Modeling Epistemic and Aleatoric Uncertainty with Bayesian Neural Networks and Latent Variables
S Depeweg
PhD Thesis, 2019
302019
Solving bongard problems with a visual language and pragmatic reasoning
S Depeweg, CA Rothkopf, F Jäkel
arXiv preprint arXiv:1804.04452, 2018
302018
Sensitivity Analysis for Predictive Uncertainty in Bayesian Neural Networks
S Depeweg, JM Hernández-Lobato, S Udluft, T Runkler
ESANN 2018, 2018
182018
Learning navigation attractors for mobile robots with reinforcement learning and reservoir computing
EA Antonelo, S Depeweg, B Schrauwen
X Brazilian Congress on Computational Intelligence (CBIC), 2011
52011
Method and device for predicting the time remaining of a signal phase
S Depeweg, S Udluft
US Patent App. 17/802,224, 2023
12023
Method for reproducing noise components of lossy recorded operating signals, and control device
S Depeweg, K Heesche
US Patent App. 18/266,664, 2024
2024
Surrogate Models for 3D Finite Element Creep Analysis Acceleration
J Abdallah, S Depeweg, M Kuznetsova, B Nouri
Turbo Expo: Power for Land, Sea, and Air 87110, V13DT34A002, 2023
2023
A Comparison of Uncertainty Quantification Methods for Earth Observation Image Regression Data
N Lehmann, NM Gottschling, S Depeweg, E Nalisnick
2023
Method and system for controlling a production plant to manufacture a product
K Heesche, S Depeweg, M Kaiser
US Patent App. 17/691,190, 2022
2022
ALICE III—Autonomes Lernen in Komplexen Umgebungen III
A von Beuningen, V Brandstetter, P von Bünau, S Depeweg, R Glauert, ...
2022
Computer-implemented method for estimating a technical behaviour of a device
S Depeweg, MM Geipel, M Kaiser, S Udluft
EP Patent EP3623881A1, 2020
2020
Method and device for the training of a machining learning routine for controlling a technical system
S Depeweg, MM Geipel, G Marquardt, D Seidel, C Tietz
EP Patent EP3605404A1, 2020
2020
Method for predicting a switching time of a signal group of a signaling system
S Depeweg, H Frank, R Grothmann, F Rudolph, V Sterzing, M Tokic, ...
DE Patent DE102017213350A1, 2019
2019
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