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Update JULAIN Journal Club
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Jan 04, 2021
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Susanne Wenzel
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## Schedule for upcoming Meetings
## Schedule for upcoming Meetings
tbd
### 15 February 2021 Explainable Machine Learning
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Unmasking Clever Hans predictors and assessing what machines really learn
<br>
Sebastian Lapuschkin, Stephan Wäldchen, Alexander Binder, Grégoire Montavon, Wojciech Samek, Klaus-Robert Müller
<br>
Nat Commun 10, 1096 (2019)
<br>
https://doi.org/10.1038/s41467-019-08987-4
<br>
6 pages
*
Discovering physical concepts with neural networks
<br>
Raban Iten, Tony Metger, Henrik Wilming, Lidia del Rio, Renato Renner
<br>
Physical Review Letters, 124(1), 2020, 010508
<br>
https://arxiv.org/abs/1807.10300
<br>
5 pages + 11 pages Appendix :)
### 15 March 2021 Model uncertainty
What Uncertainties Do We Need in Bayesian Deep Learning for Computer Vision?
<br>
Alex Kendall, Yarin Gal
<br>
NIPS2017
<br>
https://www.semanticscholar.org/paper/What-Uncertainties-Do-We-Need-in-Bayesian-Deep-for-Kendall-Gal/ff7bcaa4556cb13fc7bf03e477172493546172cd
<br>
10 pages
*
Weight Uncertainty in Neural Networks
<br>
Charles Blundell, Julien Cornebise, Koray Kavukcuoglu, Daan Wierstra
<br>
ICML 2015
<br>
https://arxiv.org/abs/1505.05424
<br>
8 pages
### 19 April 2021 Model uncertainty
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A Simple Baseline for Bayesian Uncertainty in Deep Learning
<br>
Wesley J. Maddox, Timur Garipov, Pavel Izmailov, Dmitry Vetrov, Andrew Gordon Wilson
<br>
Neurisp 2019
<br>
https://proceedings.neurips.cc/paper/2019/file/118921efba23fc329e6560b27861f0c2-Paper.pdf
<br>
9 pages
*
A General Framework for Uncertainty Estimation in Deep Learning, IEEE Robotics and Automation Letters
A Loquercio, M Segù, D. Scaramuzza, 2020,
https://arxiv.org/pdf/1907.06890.pdf
8 pages
## Past Meetings
## Past Meetings
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