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pro vyhledávání: '"Kristoffer, K."'
Incorporating uncertainty is crucial to provide trustworthy explanations of deep learning models. Recent works have demonstrated how uncertainty modeling can be particularly important in the unsupervised field of representation learning explainable a
Externí odkaz:
http://arxiv.org/abs/2412.08513
Autor:
Brüsch, Thea, Wickstrøm, Kristoffer K., Schmidt, Mikkel N., Jenssen, Robert, Alstrøm, Tommy S.
State-of-the-art methods for explaining predictions based on time series are built on learning an instance-wise saliency mask for each time step. However, for many types of time series, the salient information is found in the frequency domain. Adopti
Externí odkaz:
http://arxiv.org/abs/2411.05841
Autor:
Hedström, Anna, Bommer, Philine, Wickstrøm, Kristoffer K., Samek, Wojciech, Lapuschkin, Sebastian, Höhne, Marina M. -C.
Publikováno v:
Transactions on Machine Learning Research, Volume 2023, (2023), ISSN: 2835-8856
One of the unsolved challenges in the field of Explainable AI (XAI) is determining how to most reliably estimate the quality of an explanation method in the absence of ground truth explanation labels. Resolving this issue is of utmost importance as t
Externí odkaz:
http://arxiv.org/abs/2302.07265
Autor:
Wickstrøm, Kristoffer K., Trosten, Daniel J., Løkse, Sigurd, Boubekki, Ahcène, Mikalsen, Karl Øyvind, Kampffmeyer, Michael C., Jenssen, Robert
Despite the significant improvements that representation learning via self-supervision has led to when learning from unlabeled data, no methods exist that explain what influences the learned representation. We address this need through our proposed a
Externí odkaz:
http://arxiv.org/abs/2112.10161
Publikováno v:
Journal of Marine Science and Engineering, Vol 12, Iss 8, p 1331 (2024)
There is currently a rising interest in reusing and repurposing offshore facilities through decommissioning; however, major challenges arise, such as size, weight, sea depth, planned use, and location. This article aims to discuss the philosophy that
Externí odkaz:
https://doaj.org/article/1f5fb9c49b9e4c038f5c5391885ced00
Akademický článek
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Autor:
Reda, Ahmed, Sultan, Ibrahim A., Shahin, Mohamed A., McKee, Kristoffer K., Lagat, Christopher
Publikováno v:
In International Journal of Pressure Vessels and Piping August 2022 198
Lie-Butcher (LB) series are formal power series expressed in terms of trees and forests. On the geometric side LB-series generalizes classical B-series from Euclidean spaces to Lie groups and homogeneous manifolds. On the algebraic side, B-series are
Externí odkaz:
http://arxiv.org/abs/1701.03654
Autor:
Reda, Ahmed, Elgazzar, Mohamed A., Sultan, Ibrahim A., Shahin, Mohamed A., McKee, Kristoffer K.
Publikováno v:
In Applied Ocean Research October 2021 115
Autor:
Reda, Ahmed, Elgazzar, Mohamed A., Thiedeman, James, McKee, Kristoffer K., Sultan, Ibrahim A., Shahin, Mohamed A.
Publikováno v:
In Ocean Engineering 15 August 2021 234