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It is not clear why calibration is reported and not simple measures of uncertainty like variance or entropy ['con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con'] paper quality |
So with that the paper positions itself not as a survey but as a method paper but lacks evidence that the method expected gradients performs better ['con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con'] paper quality |
This kind of vertical comparison is insufficient to support the claims made in the study ['con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con'] paper quality |
The authors give some concrete examples in Section 6.2 for these bounds ['pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro'] paper quality |
The flow/high-level organization of the paper works well ['pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro'] paper quality |
It is unclear on what basis one can say that real-world datasets are more like the symmetric case or the asymmetric case ['con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con'] paper quality |
"It shows that for ""100%"" T-IMM actually is not significantly better than most of the other initialization strategies" ['con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con'] paper quality |
Paper was organized, figures clear and readable. ['pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro'] paper quality |
This paper still represent a niche application of a more general DL technique that has been already used for a large number of similar applications ['con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con'] paper quality |
Hardly what I'd call moderate effort ['con', 'con', 'con', 'con', 'con', 'con', 'con'] paper quality |
It doesn't provide any additional information to the data lines themselves, and it leads the reader to expect these indicate statistically significant comparisons ['con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con'] paper quality |
Section 3: combing should be combining ['con', 'con', 'con', 'con', 'con', 'con', 'con'] paper quality |
The credit assignment problem exists in these cases also ['con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con'] paper quality |
The analysis of the results is quite insightful ['pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro'] paper quality |
As well as whether or how adversarial attacks (as framed) might have relevance to neuroscience ['con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con'] paper quality |
The idea of learning convolution weights for different input image quality is novel ['pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro'] paper quality |
I would also like to see a comparison to CD-k, which often outperforms PCD-k ['con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con'] paper quality |
The theoretical results stated are nice to have ['pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro'] paper quality |
Authors do not visualize the attention (as is common in previous work involving attention in e.g., NLP) ['con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con'] paper quality |
The experiments are clearly explained and the results are well presented. ['pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro'] paper quality |
The strategy proposed to tackle this issue is not novel as adversarial losses have been used before for image segmentations. ['con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con'] paper quality |
It is fine that you give your method a name (although I personally dislike it), but a bit weird not to explain it ['con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con'] paper quality |
It seems that the authors only use the basic normalizing flow structures studied in Rezende&Mohamed (2015) and Dinh et al (2016) ['con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con'] paper quality |
If you dont use it, remove it from the section ['con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con'] paper quality |
This holds for all the popular performance measures ['con', 'con', 'con', 'con', 'con', 'con', 'con', 'con'] paper quality |
How does this relate to their synaptic time constants ['con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con'] paper quality |
A contrastive loss would seemingly be more appropriate for learning the instruction-goal distance function ['con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con'] paper quality |
The largest batch considered is 64*32, which is relatively small ['con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con'] paper quality |
It contradicts with the authors other explanation ['con', 'con', 'con', 'con', 'con', 'con', 'con'] paper quality |
This is a very well written paper ['pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro'] paper quality |
This should also include some discussion on why this metric allows judging sufficiency and disentangledness ['con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con'] paper quality |
Figures exceptionally detailed and thoroughly labelled ['pro', 'pro', 'pro', 'pro', 'pro', 'pro'] paper quality |
It is strange that the T1, T2 generalize well to the validation set but not to the test ['con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con'] paper quality |
While I understand the stance taken by the authors that these methods leverage the tractability of the conditional distributions, these strategies are sufficiently general to be considered widely applicable and a true competitor for AdVIL ['con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con'] paper quality |
Are the humans ['con', 'con', 'con'] paper quality |
Clustering of aortic value prosthesis shapes has a high contribution to personalized medicine ['pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro'] paper quality |
Results show the effectiveness of the proposed method ['pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro'] paper quality |
It seems as though, in the application of AdVIL to the DBM, the authors are exploiting the structure of the model in how they define their sampling procedure ['con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con'] paper quality |
The discussion of the results reveals findings that may well be of interest to others ['pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro'] paper quality |
In the main text, no results are presented that warrant such a conclusion ['con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con'] paper quality |
They do not make direct comparisons to previous models or study quantitatively the results of the model with respect to its parameters ['con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con'] paper quality |
The paper is not well organized ['con', 'con', 'con', 'con', 'con', 'con'] paper quality |
From table 1, it is clear that ECE is much lower for the proposed method ['pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro'] paper quality |
The method part is well-written and easy to understand ['pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro'] paper quality |
It seems the robot arm task is very similar to the navigation task, due to robot arm's end effector being position controlled directly ['con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con'] paper quality |
Is there some reference for multiplicative residual connections ['con', 'con', 'con', 'con', 'con', 'con', 'con', 'con'] paper quality |
There is no novelty about this ['con', 'con', 'con', 'con', 'con', 'con'] paper quality |
They make an interesting connection to speed of processing that rapid changes better represented by the magnocellular pathway would be associated with transformations and slow parvo with identity ['pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro'] paper quality |
I can't get how exactly normalizing flows + TRPO works ['con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con'] paper quality |
Improvement on plaque detection is signification ['pro', 'pro', 'pro', 'pro', 'pro', 'pro'] paper quality |
"No trouble understanding the material or writing By focusing on the more biologically plausible ""feedback alignment"" networks, the paper does sit at the intersection of neuro and AI" ['pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro'] paper quality |
Error measures presented in Table 1 needs to help readers to identify the benefit of the proposed neural network ['con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con'] paper quality |
The contribution is original in the sense that complementing data sets is a really challenging task, difficult to address with current available solutions ['pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro'] paper quality |
I have several issues with this work ['con', 'con', 'con', 'con', 'con', 'con', 'con'] paper quality |
The method is well explained and the validation is strong with convincing results versus state of the art methods. ['pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro'] paper quality |
The proposed method is very simple ['con', 'con', 'con', 'con', 'con', 'con'] paper quality |
"Minor Example 2: ""A"" -> ""AI""" ['con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con'] paper quality |
The method is compared to five embryologists and results clearly shows that learning directly from the clinical outcome outperfoms embryologists by a large margin ['pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro'] paper quality |
Why are the robotics priors not in Table 1? ['con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con'] paper quality |
Why is it worthwhile to study this task separately ['con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con'] paper quality |
This paper is extremely interesting and quite surprising ['pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro'] paper quality |
It offers a call to action to do more comp-neuro, in that it could revolutionise AI ['pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro'] paper quality |
Experimental results validate the theoretical analysis and demonstrate the effectiveness of A*MCTS over benchmark MCTS algorithms with value and policy networks ['pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro'] paper quality |
The improvement on test errors does not look significant ['con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con'] paper quality |
Experimental results show that the proposed algorithm outperform the MCTS algorithms ['pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro'] paper quality |
A short discussion of other training algorithms (such as surrogate gradient or surrogate loss methods) and why the given one was chosen instead would have been helpful ['con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con'] paper quality |
The methods section lacks details for reproducing the work ['con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con'] paper quality |
The model description is nice and clear ['pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro'] paper quality |
Do we really need a labelled ground truth here ['con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con'] paper quality |
If there is an issue with Tran et al you should state it clearly, if not, you should accept their results ['con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con'] paper quality |
The authors also compare the annotation time between points, bounding boxes and full supervision, which really highlight the impact of their method (x10 speedup) ['pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro'] paper quality |
Are the machinemachine pairs consistently performing well together ['con', 'con', 'con', 'con', 'con', 'con', 'con', 'con'] paper quality |
The abstract should be improved ['con', 'con', 'con', 'con', 'con'] paper quality |
I would appreciate a more forceful motivation of the relevance of MRFs rather than just stating it as a important model with applications ['con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con'] paper quality |
It looks to me the better generalization comes from more complicated data augmentation, not from the proposed large batch training ['con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con'] paper quality |
I wouldn't consider the results reported in Section 4.5 to be ablative studies ['con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con'] paper quality |
It was not clear though where they experimentally varied/tested this prior in their algorithm ['con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con'] paper quality |
It would be important to see if the proposed method is also beneficial with the state of the art neural networks on the two applications ['con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con'] paper quality |
Another, relatively small point which the authors glance over is the matter of efficient training ['con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con'] paper quality |
The area under the ROC curve is not a proper metric for evaluating a vessel segmentation algorithm due to the class imbalance between the TP and TN classes (vessels vs. background ratio is around 12% in fundus pictures) ['con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con'] paper quality |
Experiments are convincing ['pro', 'pro', 'pro'] paper quality |
It would be better to compare the proposed method to the existing multi-objective methods in terms of classification accuracy and other objectives ['con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con'] paper quality |
The experiments also talk about 2D bandit problem, and again, without any descriptions ['con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con'] paper quality |
If this is true, the model is not efficient ['con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con'] paper quality |
The writers have put their contributions in context well and the presentation of the paper itself is very clear ['pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro'] paper quality |
My main concern is that the benefit of this method is unclear ['con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con'] paper quality |
The study has potential and could have interesting applications in clinical settings ['pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro'] paper quality |
It would be good to compare and fit the proposed models to real human/primate behavior in normal and pathological conditions and make testable predictions ['con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con'] paper quality |
This will potentially bring us closer to rapid evaluation of lesions during surgical operation using fast CM ['pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro'] paper quality |
The authors could spend a little more effort on explaining the intuition behind conditional versus unconditional labels and the advantages of each ['con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con'] paper quality |
It is not clear which model is used in Figure 2 ['con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con'] paper quality |
The work would benefit from more detailed discussion of the training algorithm that provides some indication that the results aren't unduly sensitive to these details ['con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con'] paper quality |
It certainly does not seem justified to me to just assume this framework and disregard past successful approaches even as a comparison ['con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con'] paper quality |
"What is meant by ""RBM loss"" in Fig. 2(d), I do not see this defined" ['con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con'] paper quality |
Which leads me to a few concerns ['con', 'con', 'con', 'con', 'con', 'con', 'con'] paper quality |
I dont understand the assumptions ['con', 'con', 'con', 'con', 'con', 'con'] paper quality |
is the lack of measurable criteria ['con', 'con', 'con', 'con', 'con', 'con'] paper quality |
This is nice work that addresses the credit assignment problem with a meta-learning approach ['pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro'] paper quality |
The results for vessel segmentation in IDRID images do not look as accurate as those in the DRIVE data set ['con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con'] paper quality |
The graphical model or factorization assumptions are not even mentioned until after the loss has been defined ['con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con'] paper quality |
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