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 | 271 | 2018 |
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 | 161 | 2017 |
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 | 49 | 2017 |
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 | 33 | 2017 |
Modeling Epistemic and Aleatoric Uncertainty with Bayesian Neural Networks and Latent Variables S Depeweg PhD Thesis, 2019 | 22 | 2019 |
Solving bongard problems with a visual language and pragmatic reasoning S Depeweg, CA Rothkopf, F Jäkel arXiv preprint arXiv:1804.04452, 2018 | 18 | 2018 |
Sensitivity Analysis for Predictive Uncertainty in Bayesian Neural Networks S Depeweg, JM Hernández-Lobato, S Udluft, T Runkler ESANN 2018, 2018 | 13 | 2018 |
Learning navigation attractors for mobile robots with reinforcement learning and reservoir computing EA Antonelo, S Depeweg, B Schrauwen Proceedings of the X Brazilian Congress on Computational Intelligence (CBIC), 2011 | 3 | 2011 |
Method for determining at least one remaining time value, to be determined, for a system S Depeweg, H Frank, M Tokic, S Udluft, MC Weber US Patent App. 17/783,289, 2023 | | 2023 |
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 |