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The paper is well written and describes an interesting and relatively novel approach to solving multi-class classification in a clinical domain where overlap between classes is frequently a possibility ['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
The motivation and methodology are well explained with proper reference works ['pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro'] paper quality
"It is not clear if the paper is presenting ""expected gradients"" or existing attribution priors" ['con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con'] paper quality
Does limiting the synaptic time constants limit the intrinsic time constants, and if so by how much ['con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con'] paper quality
I found it odd that at the authors retained both metrics, delivering different results, without trying some blended version that might reduce complexity for the user ['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
What precisely about predictive coding makes the similarity to brain data expected ['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
Where do they come from ['con', 'con', 'con', 'con', 'con'] paper quality
It is unclear to me what is the benefit of the proposed method ['con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con'] paper quality
The authors should have identified a task where networks trained on MNIST perform poorly, and then propose a different strategy or architecture ['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 paper is well-written, and easy to read and understand ['pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro'] paper quality
The authors need to give more discussion and explanation about it ['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
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
How does the temporal and spatial blocks work ['con', 'con', 'con', 'con', 'con', 'con', 'con', 'con'] paper quality
The feeling I get is that the authors are trying to make their experiments less about what they are proposing in this paper and more about empirical insights about the nature of hierarchy overall ['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
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
It is unclear what is the default batchsize for Imagenet ['con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con'] paper quality
These were good data sets a few years ago and still are good data sets to test the code and sanity of the idea, but concluding anything strong based on the results obtained with them is not a good idea ['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
The premise of the work must be clarified ['con', 'con', 'con', 'con', 'con', 'con', 'con', 'con'] paper quality
I dont see how the current work adds more clarity to this research direction ['con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con'] paper quality
Paper is clear and quite readable ['pro', 'pro', 'pro', 'pro', 'pro', 'pro'] paper quality
A radical ablation study is clearly missing here ['con', 'con', 'con', 'con', 'con', 'con', 'con', 'con'] paper quality
This paper is well written and shows good experiment design and consistent analyses ['pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro'] paper quality
How many are there ['con', 'con', 'con', 'con'] paper quality
Can't simple heuristics perform at least as well ['con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con'] paper quality
Even though it is mentioned by the authors that these images resemble to noisy RCM, this should be either referenced or shown ['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 quantitative results delivered by the de-speckling images, which seem to be computed using simulated realization of random speckle noise, look also convincing ['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
It is not clear whether such assumptions hold for practical problems ['con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con'] paper quality
Comprehensive data measurement and modelling pipeline ['pro', 'pro', 'pro', 'pro', 'pro', 'pro'] paper quality
The effect of each proposed technique is appropriately evaluated ['pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro'] 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
The presented results indicate that SRL is useful (Table 1), and that auto-encoding alone is often not enough ['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
The method was tested on two different datasets, which is impressive ['pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro'] paper quality
The paper is well written, easy to follow, and everything has been explained quite well ['pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro'] paper quality
Tables and figures are inconveniently far from where they are referenced in the text ['con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con'] paper quality
after setting up the expectation that the marks will not be modelled initially, up till footnote 2 on page 7 ['con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con'] paper quality
The domains considered for experimental evaluation are particularly simple ['con', 'con', '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
"The main contribution of the paper is scarcely justified by the statement ""...they confirmed that the images were similar to those in routine""" ['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 is not clear which model is used in Figure 2 ['con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con'] paper quality
Why is CommNet work worse than IRIC and IC in table 2 ['con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con'] paper quality
It is not clear from the explanation in Section 3.1 how the authors deal with the differences in resolution between DRIVE and IDRID data sets ['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
Why do IRIC and IC work worst in the medium in comparison to hard in TJ in table1 ['con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con'] 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
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
The paper should have a single focus ['con', 'con', 'con', 'con', 'con', 'con', 'con'] paper quality
The authors should provide support to these conclusions ['con', 'con', 'con', 'con', 'con', 'con', 'con', 'con'] paper quality
Figures exceptionally detailed and thoroughly labelled ['pro', 'pro', 'pro', 'pro', 'pro', 'pro'] paper quality
You should link to this literature (mostly in NLP) and contrast your task/model with theirs ['con', 'con', 'con', 'con', 'con', 'con', 'con', '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
The decision to supervised the feature extraction in a multi-task setting is good and makes sense ['pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro'] paper quality
If this does not lead to the same improvement, there should be a value in the expansion ['con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con'] 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
The goal-policy mapping approach would presumably restrict the robot to goals experienced during training, preventing generalization to new goals ['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 well-written, well-structured and easy to read for someone without knowledge on IVF and ART ['pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro'] paper quality
The described examples feel rather artificial ['con', 'con', 'con', 'con', 'con', 'con'] paper quality
The paper also definitively proves that there are realistic datasets where the Bayes-optimal classifier is non-robust, which goes against quite a bit of conventional wisdom in the field and opens up many new paths for research ['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', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro'] paper quality
Details of training should be more clearly written ['con', 'con', 'con', 'con', 'con', 'con', 'con', 'con'] 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
Similar argument about the second and third paragraphs in p. 9 ['con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con'] paper quality
The nice video provided was helpful in showing this technique ['pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro'] paper quality
If a sonographer is able to acquire these images, they are also able to perform these measurements ['con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con'] paper quality
A comparison with Bellec et al. 2018, which looks at working memory tasks in spiking networks, would also have been appropriate ['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
Which leads me to a few concerns ['con', 'con', 'con', 'con', 'con', 'con', 'con'] 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
Table 3 (text classification result) does not list baselines ['con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con'] paper quality
The work also raises some interesting points regarding multi-task training for pathology and with further work could be a good paper ['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
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
What do you mean by the data being independent ['con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con'] paper quality
This idea is simple and works well ['pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro'] 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
How do authors suggest to apply their approach to anatomies where it is impossible (in terms of feasibility and manual effort) to place a sufficiently large number of unique landmarks on the anatomy (e.g. smooth shapes, such as left ventricle in ACNN)? ['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', 'con', 'con', 'con', 'con', 'con', 'con', 'con'] paper quality
The experimental results are carried out under the very simplified settings for both the proposed algorithm and the baseline MCTS ['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
Is there some reference for multiplicative residual connections ['con', 'con', 'con', 'con', 'con', 'con', 'con', 'con'] paper quality
Did you train on some other dataset and test on skin lesion dataset ['con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con'] paper quality
The proposed method introduces a lot of complexity for very small gains ['con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con'] paper quality
The submission is pretty clear ['pro', 'pro', 'pro', 'pro', 'pro'] paper quality
In the algorithm what is n_{gae} ['con', 'con', 'con', 'con', 'con', 'con', 'con'] paper quality
The main point relies purely on a visual representation of the top PCs of the penultimate layer of a CNN, which I believe is insufficient ['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 would be helpful to put the results in context with all other methods such as automatic and semi-automatic methods ['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 choice de-speckle network architecture is somewhat not sound, with the multiplicative residual connection near the outputs of the network and the median filtering operation ['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
How different are the familiar and unfamiliar instructions ['con', 'con', 'con', 'con', 'con', 'con', 'con', 'con'] paper quality
The contribution is therefore incremental, building on top of well-known techniques ['con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con'] paper quality
The proof-of-concept work (among others) that this can be done with spiking RNN may inspire more work in this area ['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
It is also not clear from the literature if these models are really working so I think these results should be presented in a more detail ['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 authors also do not include a Section with a discussion ['con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con'] paper quality
I would have also liked to see some of the images of the visualizations for myself ['con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con'] paper quality
It is not obvious how to best get around this issue, since the first embryologist screening probably has false negatives, but you need to take it into account ['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
This is a very well written paper ['pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro'] paper quality
The first 10 lines contains too much wording for a statement that should be much easier to explain ['con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con'] paper quality
I am also not clear on where the image attribution prior comes from for the image task ['con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con'] paper quality
The paper is written clearly ['pro', 'pro', 'pro', 'pro', 'pro'] paper quality
The theoretical results stated are nice to have ['pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro'] paper quality
This submission contributes new knowledge about how users who are visually impaired can enter passwords ['pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro'] paper quality
Q1 can be reformulated with plural to avoid gender bias (so that this is harmonized with similar efforts along the paper) ['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
I'd say a fairly 'standard' work for the setting ['pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro', 'pro'] paper quality
Section 3.3 is confusing to me ['con', 'con', 'con', 'con', 'con', 'con'] paper quality
The experiments are not making a convincing case that similar improvements could be obtained on a larger class of problems ['con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con', 'con'] paper quality