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Stefan Depeweg
Stefan Depeweg
Siemens AG
Verified email at uos.de
Title
Cited by
Cited by
Year
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
4542018
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
1992017
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
642017
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
462017
Solving Bongard Problems With a Visual Language and Pragmatic Constraints
S Depeweg, CA Rothkopf, F Jäkel
Cognitive Science 48 (5), e13432, 2024
34*2024
Modeling Epistemic and Aleatoric Uncertainty with Bayesian Neural Networks and Latent Variables
S Depeweg
PhD Thesis, 2019
332019
Sensitivity Analysis for Predictive Uncertainty in Bayesian Neural Networks
S Depeweg, JM Hernández-Lobato, S Udluft, T Runkler
ESANN 2018, 2018
192018
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 and system for controlling a production system to manufacture a product
S Depeweg, K Heesche, G Amine-Eddine
US Patent App. 18/441,652, 2024
2024
Method and system for controlling a production system
S Depeweg, K Heesche, M Kaiser
US Patent App. 18/562,370, 2024
2024
Uncertainty Aware Tropical Cyclone Wind Speed Estimation from Satellite Data
N Lehmann, NM Gottschling, S Depeweg, E Nalisnick
arXiv preprint arXiv:2404.08325, 2024
2024
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
Computer-aided design method and design system
S Depeweg, B Nouri, V Sterzing
US Patent App. 17/926,117, 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
Method and device for training a machine learning routine for controlling a technical system
MM Geipel, S Depeweg, C Tietz, G Marquardt, D Seidel
US Patent App. 17/265,476, 2021
2021
Computer-implemented method for estimating a technical behaviour of a device
S Depeweg, MM Geipel, M Kaiser, S Udluft
EP Patent EP3623881A1, 2020
2020
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