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Robustness in Fatigue Strength Estimation


Dec 02, 2022
Dorina Weichert, Alexander Kister, Sebastian Houben, Gunar Ernis, Stefan Wrobel

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* 2nd Annual AAAI Workshop on AI to Accelerate Science and Engineering (AI2ASE) 

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Multi-Agent Neural Rewriter for Vehicle Routing with Limited Disclosure of Costs


Jun 13, 2022
Nathalie Paul, Tim Wirtz, Stefan Wrobel, Alexander Kister

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Tailored Uncertainty Estimation for Deep Learning Systems


Apr 29, 2022
Joachim Sicking, Maram Akila, Jan David Schneider, Fabian Hüger, Peter Schlicht, Tim Wirtz, Stefan Wrobel

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Graph Filtration Kernels


Oct 22, 2021
Till Hendrik Schulz, Pascal Welke, Stefan Wrobel

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Learning Weakly Convex Sets in Metric Spaces


May 10, 2021
Eike Stadtländer, Tamás Horváth, Stefan Wrobel

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A Generalized Weisfeiler-Lehman Graph Kernel


Jan 20, 2021
Till Hendrik Schulz, Tamás Horváth, Pascal Welke, Stefan Wrobel

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* n/a 

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A Novel Regression Loss for Non-Parametric Uncertainty Optimization


Jan 07, 2021
Joachim Sicking, Maram Akila, Maximilian Pintz, Tim Wirtz, Asja Fischer, Stefan Wrobel

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* Accepted at the 3rd Symposium on Advances in Approximate Bayesian Inference (AABI), code is available on: https://github.com/fraunhofer-iais/second-moment-loss. arXiv admin note: substantial text overlap with arXiv:2012.12687 

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Second-Moment Loss: A Novel Regression Objective for Improved Uncertainties


Dec 23, 2020
Joachim Sicking, Maram Akila, Maximilian Pintz, Tim Wirtz, Asja Fischer, Stefan Wrobel

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* Code is available on: https://github.com/fraunhofer-iais/second-moment-loss 

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Learning Syllogism with Euler Neural-Networks


Jul 20, 2020
Tiansi Dong, Chengjiang Li, Christian Bauckhage, Juanzi Li, Stefan Wrobel, Armin B. Cremers

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* 16 pages, 6 figures 

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