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Update JULAIN Journal Club
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May 15, 2021
by
Susanne Wenzel
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@@ -18,10 +18,36 @@ If you’re interested in more details about the Journal Club, please subscribe
## Next Meeting
### 1
9 April 2021 Model uncertainty
### 1
7 May 2021 Few-Shot Learning
Virtual Meeting using
[
BigBlueButton
](
https://webconf.fz-juelich.de/b/wen-mym-pj7
)
We will discuss one paper:
*
Comparing Transfer and Meta Learning Approaches on a Unified Few-Shot Classification Benchmark
<br>
Vincent Dumoulin, Neil Houlsby, Utku Evci, Xiaohua Zhai, Ross Goroshin, Sylvain Gelly, Hugo Larochelle
<br>
https://arxiv.org/abs/2104.02638
As background information you may use the followinf papers
*
Generalizing from a Few Examples: A Survey on Few-Shot Learning
<br>
Yaqing Wang, Quanming Yao, James Kwok, Lionel M. Ni
<br>
https://arxiv.org/abs/1904.05046
*
A Survey on Transfer Learning
Sinno Jialin Pan; Qiang Yang
https://ieeexplore.ieee.org/document/5288526
## Schedule for upcoming Meetings
tbd
## Past Meetings
### 19 April 2021 Model uncertainty
*
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>
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@@ -42,13 +68,6 @@ Hyperparameter Ensembles for Robustness and Uncertainty Quantification <br>
https://arxiv.org/abs/2006.13570
<br>
https://github.com/google/uncertainty-baselines/blob/master/baselines/notebooks/Hyperparameter_Ensembles.ipynb
## Schedule for upcoming Meetings
tbd
## Past Meetings
### 15 March 2021 Model uncertainty
*
What Uncertainties Do We Need in Bayesian Deep Learning for Computer Vision?
<br>
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