Datasets:
launch
/
ampere

Dataset card Data Studio Files
xet
 Community
3
doc_id
stringlengths
9
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labels
list
SJ45Qm8Zz
[ "The paper makes a striking connection between two apparently unrelated problems: the problem of designing neural networks to handle a certain type of correlation and the problem of designing a structure to represent wave-function with quantum entanglement.", "In the wave-function context, the Schmidt decompositi...
[ "fact", "fact", "fact", "fact", "evaluation", "fact", "evaluation", "evaluation", "fact", "evaluation", "fact", "evaluation", "evaluation", "evaluation", "evaluation" ]
SkPNib9ez
[ "This paper extends and speeds up PROSE, a programming by example system, by posing the selection of the next production rule in the grammar as a supervised learning problem.", "This paper requires a large amount of background knowledge", "as it depends on understanding program synthesis as it is done in the pr...
[ "fact", "evaluation", "fact", "fact", "evaluation", "evaluation", "fact", "evaluation" ]
HJ0Hc82gM
[ "Review for Deformation of Bregman divergence and its application", "Summary:This paper considers parameter estimation for discrete probability models.", "The authors propose an estimator that is computed by minimizing a deformed Bregman divergence.", "The authors prove that the proposed estimator is more com...
[ "non-arg", "fact", "fact", "fact", "fact", "non-arg", "fact", "evaluation", "non-arg", "non-arg", "fact", "request", "request", "request", "request", "evaluation", "request", "evaluation", "request", "request", "request", "request", "request", "quote", "request" ]
ry9X12Fgz
[ "The authors present two autoregressive models for sampling action probabilities from a factorized discrete action space. ", "On a multi-agent gridworld task and a multi-agent multi-armed bandit task, the proposed method seems to benefit from their lower-variance entropy estimator for exploration bonus. ", "A f...
[ "fact", "fact", "evaluation", "evaluation", "request", "evaluation", "evaluation", "evaluation", "request", "request" ]
SyOiDTtef
[ "The paper proposes an online distillation method, called co-distillation, where the two different models are trained to match the predictions of other model in addition to minimizing its own loss. ", "The proposed method is applied to two large-scale datasets ", "and showed to perform better than other baselin...
[ "fact", "fact", "fact", "evaluation", "evaluation", "evaluation", "evaluation", "evaluation", "request", "request", "evaluation" ]
ByPQQOX1G
[ "Summary ======== The authors present a new regularization term, inspired from game theory, which encourages the discriminator's gradient to have a norm equal to one.", "This leads to reduce the number of local minima,", "so that the behavior of the optimization scheme gets closer to the optimization of a zero-...
[ "fact", "fact", "fact", "evaluation", "request", "evaluation", "evaluation", "fact", "request", "request", "request", "fact", "request", "fact", "request" ]
SJbxHpnHz
[ "Summary ------- This paper proposes a generative model of symbolic (MIDI) melody in western popular music.", "The model uses an LSTM architecture to map sequences of chord symbols and structural identifiers (e.g., verse or chorus) to predicted note sequences which constitute the melody line.", "The key innovat...
[ "fact", "fact", "evaluation", "fact", "evaluation", "evaluation", "evaluation", "evaluation", "fact", "fact", "request", "request", "request", "fact", "request", "evaluation", "evaluation", "evaluation", "request", "request", "fact", "request", "request", "non-arg", "...
BJCXSFZgz
[ "This paper proposes leveraging labelled controlled data to accelerate reinforcement-based learning of a control policy. ", "It provides two main contributions: pre-training the policy network of a DDPG agent in a supervised manner so that it begins in reasonable state-action distribution and regalurizing the Q-...
[ "fact", "evaluation", "fact", "evaluation", "request", "evaluation", "request", "evaluation", "evaluation", "fact", "fact", "reference", "request", "evaluation", "evaluation", "evaluation", "reference", "request", "evaluation", "request", "fact", "evaluation", "request", ...
BJHcawFxM
[ "This paper proposes training binary and ternary weight distribution networks through the local reparametrization trick and continuous optimization. ", "The argument is that due to the central limit theorem (CLT) the distribution on the neuron pre-activations is approximately Gaussian, with a mean given by the in...
[ "fact", "fact", "fact", "fact", "fact", "evaluation", "fact", "fact", "fact", "evaluation", "request", "evaluation", "request", "fact", "non-arg", "fact", "fact", "fact", "fact", "request", "fact", "reference" ]
Hy2FsQKef
[ "This paper addresses the problem of one class classification.", "The authors suggest a few techniques to learn how to classify samples as negative (out of class) based on tweaking the GAN learning process to explore large areas of the input space which are out of the objective class.", "The suggested technique...
[ "fact", "fact", "evaluation", "evaluation", "fact", "fact", "fact", "fact", "evaluation", "quote", "quote", "quote", "quote", "evaluation", "request" ]
H18ZJWAgG
[ "Summary The paper is well-written ", "but does not make deep technical contributions and does not present a comprehensive evaluation or highly insightful empirical results.", "Abstract / Intro I get the entire focus of the paper is some variant of Pac-Man which has received attention in the RL literature for A...
[ "evaluation", "evaluation", "evaluation", "fact", "evaluation", "evaluation", "evaluation", "reference", "request", "evaluation", "fact", "evaluation", "fact", "evaluation", "evaluation", "evaluation", "evaluation", "evaluation", "evaluation", "request", "evaluation", "eval...
S1ufxZqlG
[ "The authors propose an objective whose Lagrangian dual admits a variety of modern objectives from variational auto-encoders and generative adversarial networks. ", "They describe tradeoffs between flexibility and computation in this objective leading to different approaches. ", "Unfortunately, I'm not sure wha...
[ "fact", "fact", "evaluation", "evaluation", "evaluation", "evaluation", "fact", "evaluation", "reference", "reference", "fact", "evaluation", "fact", "fact", "request", "fact" ]
S1omqSUSM
[ "This paper proposes to use a hybrid of convolutional and recurrent networks to predict the DSL specification of a GUI given a screenshot of the GUI.", "Pros:The paper is clear ", "and the proposed problem is novel and well-defined.", "The training data is synthetic, allowing for arbitrarily large training se...
[ "fact", "evaluation", "evaluation", "fact", "fact", "evaluation", "fact", "evaluation", "evaluation", "fact", "fact", "fact", "fact", "evaluation" ]
B129GzFxf
[ "This paper proposes a new method for reverse curriculum generation by gradually reseting the environment in phases and classifying states that tend to lead to success. ", "It additionally proposes a mechanism for learning from human-provided \"key states\".", "The ideas in this paper are quite nice, ", "but ...
[ "fact", "fact", "evaluation", "evaluation", "evaluation", "evaluation", "fact", "evaluation", "fact", "fact", "fact", "evaluation", "evaluation", "request", "request", "request", "request", "evaluation", "evaluation", "request", "fact", "request", "request", "reference"...
SkSMlWcgG
[ "The paper provides methods for training deep networks using half-precision floating point numbers without losing model accuracy or changing the model hyper-parameters. ", "The main ideas are to use a master copy of weights when updating the weights, scaling the loss before back-prop and using full precision vari...
[ "fact", "evaluation", "evaluation", "fact", "evaluation", "fact", "evaluation", "fact" ]
HkCNqISxM
[ "The authors try to use continuous time generalizations of normalizing flows for improving upon VAE-like models or for standard density estimation problems.", "Clarity: the text is mathematically very sloppy / hand-wavy.", "1. I do not understand proposition (1). ", "I do not think that the proof is correct "...
[ "fact", "evaluation", "evaluation", "fact", "fact", "evaluation", "fact", "evaluation", "evaluation", "evaluation", "evaluation" ]
BkzesZcxG
[ "The authors propose an extension to the Neural Statistician which can model contexts with multiple partially overlapping features. ", "This model can explain datasets by taking into account covariate structure needed to explain away factors of variation and it can also share this structure partially between data...
[ "fact", "fact", "evaluation", "evaluation", "evaluation", "evaluation", "evaluation", "fact", "request", "evaluation", "request", "request", "request", "request", "fact" ]
H1Pyl4sxM
[ "Summary of paper: The paper proposes an RNN-based neural network architecture for embedding programs, focusing on the semantics of the program rather than the syntax. ", "The application is to predict errors made by students on programming tasks. ", "This is achieved by creating training data based on program ...
[ "fact", "fact", "fact", "fact", "fact", "request", "fact", "evaluation", "evaluation", "fact", "evaluation", "evaluation", "request", "request", "request", "reference" ]
S1c4VEXWz
[ "This paper provides an overview of the Deep Voice 3 text-to-speech system. ", "It describes the system in a fair amount of detail and discusses some trade-offs w.r.t. audio quality and computational constraints. ", "Some experimental validation of certain architectural choices is also provided.", "My main co...
[ "fact", "evaluation", "fact", "evaluation", "evaluation", "evaluation", "evaluation", "evaluation", "request", "evaluation", "evaluation", "request", "fact", "evaluation", "evaluation", "evaluation", "evaluation", "evaluation", "evaluation", "evaluation", "evaluation", "eva...
rJfo7HsxG
[ "The paper proposes a VAE inference network for a non-parametric topic model.", "The model on page 4 is confusing to me ", "since this is a topic model, ", "so document-specific topic distributions are required, ", "but what is shown is only stick-breaking for a mixture model.", "From what I can tell, the...
[ "fact", "evaluation", "fact", "fact", "fact", "evaluation", "evaluation", "evaluation", "evaluation", "request" ]
r1zEZ9ief
[ "The paper proposes a method which jointly learns the label embedding (in the form of class similarity) and a classification model. ", "While the motivation of the paper makes sense, ", "the model is not properly justified, ", "and I learned very little after reading the paper.", "There are 5 terms in the p...
[ "fact", "evaluation", "evaluation", "evaluation", "fact", "fact", "fact", "quote", "evaluation", "request", "evaluation", "evaluation", "evaluation" ]
SkKuc-Kef
[ "Proposal is to restrict the feasible parameters to ones that have produce a function with small variance over pre-defined groups of images that should be classified the same. ", "As authors note, this constraint can be converted into a KKT style penalty with KKT multiplier lambda. ", "Thus this is very simil...
[ "fact", "fact", "evaluation", "evaluation", "fact", "request", "evaluation", "evaluation", "request", "request", "request", "evaluation", "evaluation", "evaluation", "evaluation", "quote", "request", "fact", "evaluation", "request" ]
ryBhOOXlM
[ "The authors ask when the hidden layer units of a multi-layer feed-forward neural network will display selectivity to object categories.", "They train 3-layer ANNs to categorize binary patterns,", "and find that typically at least some of the hidden layer units are category selective.", "The number of categor...
[ "fact", "fact", "fact", "fact", "evaluation", "fact", "evaluation", "evaluation", "evaluation", "request", "request", "request", "evaluation", "request", "request", "request", "request", "request", "evaluation", "evaluation", "request", "evaluation", "fact", "evaluation...
r1ajkbceM
[ "The authors present a new RL algorithm for sparse reward tasks. ", "The work is fairly novel in its approach, ", "combining a learned reward estimator with a contextual bandit algorithm for exploration/exploitation. ", "The paper was mostly clear in its exposition, ", "however some additional information o...
[ "fact", "evaluation", "fact", "evaluation", "request", "evaluation", "evaluation", "evaluation", "fact", "fact", "fact", "fact", "fact", "request", "reference", "fact", "fact", "evaluation", "request", "request", "non-arg", "request", "evaluation" ]
rkHhxN2lG
[ "This paper focuses on the density estimation when the amount of data available for training is low. ", "The main idea is that a meta-learning model must be learnt, which learns to generate novel density distributions by learn to adapt a basic model on few new samples. ", "The paper presents two independent met...
[ "fact", "fact", "fact", "fact", "fact", "fact", "fact", "evaluation", "evaluation", "evaluation", "evaluation", "evaluation", "evaluation", "evaluation", "evaluation", "fact", "fact", "fact", "fact", "evaluation", "evaluation", "request", "request", "request", "reques...
r1Kg9atxz
[ "The authors extend the approach proposed in the \"Reverse Curriculum Learning for Reinforcement Learning\" paper by adding a discriminator that gives a bonus reward to a state based on how likely it thinks the current policy is to reach the goal from said state. ", "The discriminator is a potentially interestin...
[ "fact", "evaluation", "evaluation", "evaluation", "evaluation", "fact", "evaluation", "fact", "request", "fact", "request", "request", "evaluation", "fact", "evaluation", "evaluation", "evaluation" ]
Skoq_d6gz
[ "This paper presents a semi-supervised extension for applying GANs to regression tasks.", "The authors propose two architectures: one adds a supervised regression loss to the standard unsupervised GAN discriminator loss.", "The other replaces the real/fake output of the discriminator with only a real-valued out...
[ "fact", "fact", "fact", "fact", "fact", "evaluation", "evaluation", "fact", "non-arg", "non-arg", "fact", "fact", "evaluation", "evaluation", "request", "evaluation", "request", "request", "evaluation", "evaluation", "evaluation", "evaluation", "request", "request", "...
HyKlaaFxf
[ "Overall, the paper is well-written ", "and the proposed model is quite intuitive. ", "Specifically, the idea is to represent entailment as a product of continuous functions over possible worlds. ", "Specifically, the idea is to generate possible worlds, and compute the functions that encode entailment in tho...
[ "evaluation", "evaluation", "fact", "fact", "fact", "fact", "evaluation", "evaluation", "request", "non-arg", "request", "request", "request", "evaluation", "request", "evaluation", "evaluation", "request" ]
Bk-lFRWWz
[ "The authors propose reducing the number of parameters learned by a deep network by setting up sparse connection weights in classification layers. ", "Numerical experiments show that such sparse networks can have similar performance to fully connected ones. ", "They introduce a concept of “scatter” that correla...
[ "fact", "fact", "fact", "evaluation", "evaluation", "evaluation", "evaluation", "request" ]
Sk6i-Szbz
[ "This paper proposes to use Cross-Corpus training for biomedical relationship extraction from text. ", "- Many wording issues, like citation formats, grammar mistakes, missing words, e.g., Page 2: it as been", "- The description of the methods should be improved. ", "For instance, why the input has only two ...
[ "fact", "fact", "request", "request", "fact", "non-arg", "fact", "evaluation", "evaluation", "fact" ]
H1IrTpFxz
[ "The paper addresses the problem of learning the form of the activation functions in neural networks.", "The authors propose to place Gaussian process (GP) priors on the functional form of each activation function (each associated with a hidden layer and unit) in the neural net.", "This somehow allows to non-p...
[ "fact", "fact", "fact", "fact", "fact", "fact", "fact", "fact", "evaluation", "evaluation", "evaluation", "request", "request", "fact", "quote", "request", "request", "evaluation", "evaluation", "fact", "request", "evaluation", "request" ]
Bk9oIe5gG
[ "The paper investigates different representation learning methods to create a latent space for intrinsic goal generation in guided exploration algorithms.", "The research is in principle very important and interesting.", "The introduction discusses a great deal about intrinsic motivations and about goal generat...
[ "fact", "evaluation", "evaluation", "evaluation", "evaluation", "evaluation", "fact", "fact", "fact", "fact", "fact", "evaluation", "evaluation", "evaluation", "evaluation", "fact", "fact", "fact", "fact", "fact", "evaluation", "evaluation", "evaluation", "fact", "fac...
BJJTve9gM
[ "This paper proposes to adapt convnet representations to new tasks", "while avoiding catastrophic forgetting by learning a per-task “controller” specifying weightings of the convolution-al filters throughout the network", "while keeping the filters themselves fixed.", "Pros The proposed approach is novel and ...
[ "fact", "fact", "fact", "evaluation", "fact", "fact", "fact", "fact", "evaluation", "fact", "evaluation", "fact", "evaluation", "evaluation", "request", "evaluation", "fact", "non-arg", "evaluation", "request", "request", "evaluation", "evaluation", "request", "reques...
Sy8Kdltgz
[ "This paper proposes a method of learning sparse dictionary learning by introducing new types of priors. ", "Specifically, they designed a novel idea of defining a metric to measure discriminative properties along with the quality of presentations.", "It is also presented the power of the proposed method in com...
[ "fact", "fact", "fact", "evaluation", "fact", "fact", "evaluation", "request", "fact", "evaluation" ]
S12o7fqlM
[ "This paper tackles the task of learning embeddings of multi-relational graphs using a neural network.", "As much of previous work, the proposed architecture works on triples (h, r, t) wth h, t entities and r the relation type.", "Despite interesting experimental results, I find that the paper carries too many ...
[ "fact", "fact", "evaluation", "fact", "fact", "fact", "fact", "fact", "fact", "evaluation", "evaluation", "request", "fact", "fact", "fact", "evaluation", "fact", "request", "non-arg", "evaluation", "fact" ]
BynUQBQZM
[ "This paper proposes a regularization to the softmax layer, which try to make the distribution of feature representation (inputs fed to the softmax layer) more meaningful according to the Euclidean distance.", "The proposed isotropic loss in equation 3 tries to equalize the squared distances from each point to th...
[ "fact", "fact", "fact", "evaluation", "fact", "evaluation", "non-arg", "fact", "fact", "fact", "evaluation", "evaluation", "fact", "fact", "fact", "evaluation", "fact", "evaluation", "fact", "fact", "evaluation", "evaluation", "evaluation", "evaluation", "fact" ]
ryT2f8KgM
[ "This paper continues a trend of incremental improvements to Wasserstein GANs (WGAN), ", "where the latter were proposed in order to alleviate the difficulties encountered in training GANs. ", "Originally, Arjovsky et al. [1] argued that the Wasserstein distance was superior to many others typically used for G...
[ "fact", "fact", "fact", "evaluation", "fact", "fact", "fact", "fact", "fact", "fact", "fact", "fact", "fact", "fact", "fact", "fact", "fact", "evaluation", "fact", "fact", "request", "evaluation", "request", "request", "evaluation", "evaluation", "fact", "evalua...
r1OoL_Yxz
[ "The authors suggest using a mixture of shared and individual rewards within a MARL environment to induce cooperation among independent agents.", "They show that on their specific application this can lead to a better overall global performance than purely sharing the global signal, or using just the independent ...
[ "fact", "fact", "evaluation", "fact", "request", "evaluation", "fact", "fact", "evaluation", "request", "fact", "fact", "fact", "evaluation", "request", "fact", "request", "request", "request", "request", "fact", "quote", "evaluation", "request", "quote", "request",...
SyJaBw1eG
[ "Summary: The paper considers second-order optimization methods for training of neural networks.", "In particular, the contribution of the paper is a Hessian-free method that works on blocks of parameters ", "(this is a user defined splitting of the parameters in blocks, e.g., parameters of each layer is one bl...
[ "fact", "fact", "fact", "fact", "fact", "evaluation", "fact", "fact", "evaluation", "fact", "fact", "fact", "fact", "evaluation", "evaluation", "evaluation", "evaluation", "evaluation", "evaluation", "evaluation", "request", "request", "fact", "fact", "fact", "fact"...
B1pcOYBlG
[ "Quality This paper demonstrates that convolutional and relational neural networks fail to solve visual relation problems by training networks on artificially generated visual relation data. ", "This points at important limitations of current neural network architectures where architectures depend mainly on rote ...
[ "fact", "evaluation", "evaluation", "evaluation", "fact", "fact", "fact", "evaluation", "fact", "evaluation", "evaluation", "fact", "fact" ]
ry6owJ9lM
[ "This paper introduces a simple extension to parallelize Hyperband. ", "Points in favor of the paper:* Addresses an important problem", "Points against:* Only 5-fold speedup by parallelization with 5 x 25 workers, and worse performance in the same budget than Google Vizier (even though that treats the problem a...
[ "fact", "evaluation", "fact", "evaluation", "evaluation", "fact", "fact", "fact", "fact", "fact", "fact", "evaluation", "evaluation", "evaluation", "fact", "fact", "fact", "fact", "fact", "evaluation", "fact", "fact", "evaluation", "fact", "fact", "fact", "evaluat...
HkeBFwYgf
[ "This paper introduces a new toolbox for deep neural networks learning and evaluation.", "The central idea is to include time in the processing of all the units in the network.", "For this, the authors propose a paradigm switch: form layerwise-sequential networks, where at every time frame the network is evalua...
[ "fact", "fact", "fact", "evaluation", "fact", "fact", "fact", "fact", "fact", "fact", "evaluation", "request", "fact", "request", "fact", "fact", "request", "evaluation" ]
SyrOMN9eM
[ "The authors propose WAGE, which discretized weights, activations, gradients, and errors at both training and testing time. ", "By quantization and shifting, SGD training without momentum, and removing the softmax at output layer as well, the model managed to remove all cumbersome computations from every aspect o...
[ "fact", "fact", "fact", "fact", "evaluation", "fact", "fact", "evaluation", "evaluation", "evaluation", "evaluation", "evaluation", "evaluation", "evaluation", "evaluation", "evaluation", "evaluation" ]
HkKWeUCef
[ "Adversarial example is studied on one synthetic data.", "A neural networks classifier is trained on this synthetic data. ", "Average distances and norms of errorneous perturbations are computed. ", "It is observed that small perturbation (chosen in a right direction) is sufficient to cause misclassification....
[ "fact", "fact", "fact", "fact", "evaluation", "request", "request", "request", "request", "evaluation", "fact", "fact", "evaluation", "evaluation", "request", "evaluation", "request", "request", "evaluation", "evaluation", "request", "evaluation", "fact", "evaluation", ...
BkC87_Cgz
[ "The paper proposes to augment (traditional) text-based sentence generation/dialogue approaches by incorporating visual information. ", "The idea is that associating visual information with input text, and using that associated visual information as additional input will produce better output text than using onl...
[ "fact", "fact", "fact", "fact", "fact", "fact", "fact", "evaluation", "evaluation", "fact", "non-arg", "evaluation", "evaluation", "evaluation", "evaluation", "evaluation", "request", "request", "request", "request", "request", "request", "request", "request", "fact",...
Byqj1QtlM
[ "A DeepRL algorithm is presented that represents distributions over Q values, as applied to DDPG, and in conjunction with distributed evaluation across multiple actors, prioritized experience replay, and N-step look-aheads.", "The algorithm is called Distributed Distributional Deep Deterministic Policy Gradient a...
[ "fact", "fact", "fact", "fact", "evaluation", "evaluation", "reference", "request", "evaluation", "non-arg", "evaluation", "fact", "non-arg", "fact", "non-arg", "fact", "non-arg", "evaluation", "non-arg", "non-arg", "non-arg", "evaluation", "evaluation", "non-arg", "n...
BJAg3e7ZM
[ "1) Summary This paper proposes a flow-based neural network architecture and adversarial training for multi-step video prediction.", "The neural network in charge of predicting the next frame in a video implicitly generates flow that is used to transform the previously observed frame into the next.", "Additiona...
[ "fact", "fact", "fact", "fact", "fact", "fact", "evaluation", "evaluation", "fact", "evaluation", "evaluation", "fact", "fact", "evaluation", "fact", "evaluation", "fact", "evaluation", "fact", "request", "fact", "fact", "evaluation", "fact", "fact", "evaluation", ...
B104VQCgM
[ "The paper basically propose keep using the typical data-augmentation transformations done during training also in evaluation time, to prevent adversarial attacks.", "In the paper they analyze only 2 random resizing and random padding,", "but I suppose others like random contrast, random relighting, random colo...
[ "fact", "fact", "evaluation", "evaluation", "fact", "fact", "fact", "non-arg", "non-arg", "fact", "non-arg", "request", "evaluation", "request", "evaluation", "request" ]
B1y7_3YgM
[ "This submission proposes a new seq2sel solution by adopting two new techniques, a sequence-to-set model and column attention mechanism. ", "They show performance improve over existing studies on WikiSQL dataset.", "While the paper is written clearly, ", "the contributions of the work heavily depends on the W...
[ "fact", "fact", "evaluation", "fact", "evaluation", "evaluation", "fact", "fact", "evaluation", "request", "evaluation", "evaluation", "fact", "fact", "evaluation", "request", "fact", "fact", "request", "fact", "evaluation", "evaluation" ]
HkshYX9xz
[ "In this work, discrete-weight NNs are trained using the variational Bayesian framework, achieving similar results to other state-of-the-art models.", "Weights use 3 bits on the first layer and are ternary on the remaining layers.", "- Pros: The paper is well-written and connections with the literature properly...
[ "fact", "fact", "evaluation", "evaluation", "fact", "request", "fact", "request", "evaluation", "evaluation", "fact", "evaluation", "evaluation", "evaluation", "fact", "evaluation", "evaluation", "fact", "fact", "fact", "evaluation", "fact", "non-arg", "fact", "fact",...
BJFxOpcez
[ "This paper explores learning dynamic filters for CNNs. ", "The filters are generated by using the features of an autoencoder on the input image, and linearly combining a set of base filters for each layer.", " This addresses an interesting problem which has been looked at a lot before, but with some small new ...
[ "fact", "fact", "evaluation", "evaluation", "request", "request", "fact", "evaluation", "request", "non-arg", "non-arg", "request", "evaluation", "fact", "request" ]
ry-q9ZOlf
[ "This paper proposes a simple modification to the standard alternating stochastic gradient method for GAN training, which stabilizes training, by adding a prediction step.", "This is a clever and useful idea, ", "and the paper is very well written. ", "The proposed method is very clearly motivated, both intui...
[ "fact", "evaluation", "evaluation", "evaluation", "fact", "evaluation", "evaluation", "evaluation", "non-arg" ]
S1QsSa1-M
[ "Authors provide an interesting loss function approach for clustering using a deep neural network. ", "They optimize Kuiper-based nonparametric loss and apply the approach on a large social network data-set. ", "However, the details of the deep learning approach are not well described. ", "Some specific comm...
[ "fact", "fact", "evaluation", "non-arg", "request", "request", "evaluation", "request", "request" ]
BkuT3b9ef
[ "This paper investigates meta-learning strategy for automated architecture search in the context of RNN. ", "To constraint the architecture search space, authors propose a DSL that specifies the RNN recurrent operations. ", "This DSL allows to explore RNN architectures using either random search or a reinforcem...
[ "fact", "fact", "fact", "fact", "fact", "fact", "fact", "fact", "evaluation", "evaluation", "request", "request", "fact", "request", "request", "evaluation", "evaluation", "evaluation", "request", "request", "fact", "evaluation", "request", "fact", "request" ]
HJI6Rf1eG
[ "This writeup describes an application of recurrent autoencoder to analysis of multidimensional time series. ", "The quality of writing, experimentation and scholarship is clearly below than what is expected from a scientific article. ", "The method is explained in a very unclear way, ", "there is no mention ...
[ "fact", "evaluation", "evaluation", "fact", "request" ]
H1caL6tXz
[ "The paper proposes to use a regularizer for tensor completion problems that can be written in a similar fashion as the variational factorization formulation of the trace norm aka nuclear norm for matrices.", "The paper introduces the regularizer", "with the nice argument that the gradient of the L3 norm to the...
[ "fact", "fact", "fact", "fact", "fact", "fact", "fact", "fact", "evaluation", "evaluation", "evaluation", "fact" ]
BJu6VdYlf
[ "The paper suggests an importance sampling based Coreset construction for Support Vector Machines (SVM). ", "To understand the results, we need to understand Coreset and importance sampling: ", "Coreset: In the context of SVMs, a Coreset is a (weighted) subset of given dataset such that for any linear separator...
[ "fact", "evaluation", "fact", "fact", "fact", "fact", "fact", "fact", "fact", "fact", "evaluation", "fact", "fact", "fact", "fact", "evaluation", "evaluation", "evaluation", "evaluation", "fact", "fact", "evaluation", "evaluation", "evaluation", "fact", "evaluation"...
By2zFR_gz
[ "Quality: Although the research problem is an interesting direction ", "the quality of the work is not of a high standard. ", "My main conservation is that the idea of perturbation in semantic latent space has not been described in an explicit way. ", "How different it will be compared to a perturbation in an...
[ "evaluation", "evaluation", "evaluation", "non-arg", "evaluation", "fact", "fact", "non-arg", "evaluation", "evaluation", "evaluation", "fact", "fact", "fact", "non-arg", "fact", "non-arg", "request" ]
BkuDb6tgf
[ "This work attempts to improve the global consistency of samples generated by generative adversarial networks by replacing the discriminator with an autoregressive model in an encoded feature space. ", "The log likelihood of the classification model is then replaced with the log likelihood of the feature space au...
[ "fact", "fact", "evaluation", "fact", "evaluation", "fact", "fact", "request", "evaluation", "fact", "evaluation", "evaluation", "request", "fact", "evaluation" ]
B1B3e0Oef
[ "This work introduces a particular parametrization of a stochastic policy (a uniform mixture of deterministic policies).", "They find this parametrization, when trained with stochastic value gradient outperforms DDPG on several OpenAI gym benchmarks.", "This paper unfortunately misses many significant pieces of...
[ "fact", "fact", "evaluation", "request", "fact", "fact", "evaluation", "request", "evaluation", "fact", "fact", "request", "evaluation", "request", "reference", "reference", "reference" ]
SJJrhg5lf
[ "## Review Summary Overall, the paper's paper core claim, that increasing batch sizes at a linear rate during training is as effective as decaying learning rates, isinteresting ", "but doesn't seem to be too surprising given other recent work in this space. ", "The most useful part of the paper is the empirical...
[ "evaluation", "evaluation", "evaluation", "non-arg", "request", "request", "request", "request", "evaluation", "evaluation", "evaluation", "fact", "evaluation", "evaluation", "evaluation", "evaluation", "fact", "fact", "fact", "fact", "fact", "evaluation", "evaluation", ...
rkZd9y9xz
[ "The paper proposes a novel way of compressing gradient updates for distributed SGD, in order to speed up overall execution.", "While the technique is novel as far as I know (eq. (1) in particular),", "many details in the paper are poorly explained (I am unable to understand)", "and experimental results do no...
[ "fact", "evaluation", "evaluation", "fact", "evaluation", "evaluation", "evaluation", "evaluation", "request", "request", "request", "request", "evaluation", "fact", "evaluation", "evaluation", "request", "non-arg", "evaluation", "evaluation", "evaluation", "evaluation", ...
ryD53e9xG
[ "This work addresses the scenario of fine-tuning a pre-trained network for new data/tasks and empirically studies various regularization techniques.", "Overall, the evaluation concludes with recommending that all layers of a network whose weights are directly transferred during fine-tuning should be regularized a...
[ "fact", "fact", "fact", "fact", "fact", "request", "fact", "evaluation", "evaluation", "evaluation", "evaluation", "request", "evaluation", "request", "request", "request", "request", "evaluation", "request", "evaluation", "request", "evaluation", "evaluation", "request...
H1JAev9gz
[ "The authors present 3 architectures for learning representations of programs from execution traces. ", "In the variable trace embedding, the input to the model is given by a sequence of variable values. ", "The state trace embedding combines embeddings for variable traces using a second recurrent encoder. ", ...
[ "fact", "fact", "fact", "fact", "fact", "fact", "evaluation", "evaluation", "evaluation", "evaluation", "fact", "fact", "fact", "evaluation", "non-arg", "evaluation", "evaluation", "non-arg", "evaluation" ]
BkH22ZFxG
[ "This paper proposes two regularization terms to encourage learning disentangled representations. ", "One term is applied to weight parameters of a layer just like weight decay. ", "The other is applied to the activations of the target layer (e.g., the penultimate layer). ", "The core part of both regularizat...
[ "fact", "fact", "fact", "fact", "evaluation", "evaluation", "fact", "fact", "evaluation", "evaluation", "fact", "request", "evaluation", "evaluation", "request", "request", "request", "request", "request", "request", "request", "non-arg" ]
rksMwz9xG
[ "This paper presents a new reinforcement learning architecture called Reactor by combining various improvements in deep reinforcement learning algorithms and architectures into a single model.", "The main contributions of the paper are to achieve a better bias-variance trade-off in policy gradient updates, multi-...
[ "fact", "fact", "evaluation", "evaluation", "evaluation", "evaluation", "fact", "fact", "evaluation", "request", "fact", "request", "fact", "request", "request", "evaluation" ]
B1qbgHcxz
[ "Summary:This paper proposes a simple recipe to preserve proximity to zero mean for activations in deep neural networks.", "The proposal is to replace the non-linearity in half of the units in each layer with its \"bipolar\" version --", "one that is obtained by flipping the function on both axes.", "The tech...
[ "fact", "fact", "fact", "fact", "evaluation", "evaluation", "evaluation", "evaluation", "fact", "fact", "fact", "fact", "fact", "evaluation", "request", "fact", "fact", "fact", "evaluation", "fact" ]
SkaNEl9xM
[ "Summary of paper and review: The paper presents the instability issue of training GANs for semi-supervised learning. ", "Then, they propose to essentially utilize a wgan for semi-supervised learning. ", "The novelty of the paper is minor, ", "since similar approaches have been done before. ", "The analysis...
[ "fact", "fact", "evaluation", "fact", "evaluation", "fact", "fact", "evaluation", "fact", "fact", "fact", "evaluation", "evaluation", "fact", "fact", "fact", "evaluation", "evaluation", "evaluation", "evaluation", "evaluation", "fact", "fact", "reference", "reference"...
r1Q8qCdgf
[ "The authors investigate different message passing schedules for GNN learning. ", "Their proposed approach is to partition the graph into disjoint subregions, pass many messages on the sub regions and pass fewer messages between regions (an approach that is already considered in related literature, e.g., the BP ...
[ "fact", "fact", "fact", "evaluation", "evaluation", "evaluation", "evaluation", "quote", "fact", "fact", "evaluation", "request", "fact", "request", "request", "evaluation", "request" ]
Hy0xrQegf
[ "This paper's main thesis is that automatic metrics like BLEU, ROUGE, or METEOR is suitable for task-oriented natural language generation (NLG). ", "In particular, the paper presents a counterargument to \"How NOT To Evaluate Your Dialogue System...\" ", "where Wei et al argue that automatic metrics are not cor...
[ "fact", "fact", "fact", "fact", "evaluation", "evaluation", "evaluation", "evaluation", "fact", "evaluation", "fact" ]
BJHwtGogM
[ "The paper proposes data augmentation as an alternative to commonly used regularisation techniques like weight decay and dropout, and shows for a few reference models / tasks that the same generalization performance can be achieved using only data augmentation.", "I think it's a great idea to investigate the effe...
[ "fact", "evaluation", "evaluation", "evaluation", "evaluation", "fact", "evaluation", "fact", "evaluation", "fact", "evaluation", "evaluation", "evaluation", "evaluation", "evaluation", "fact", "evaluation", "evaluation", "fact", "fact", "fact", "evaluation", "request", ...
BkYfM_Rgz
[ "It is clear that the problem studied in this paper is interesting. ", "However, after reading through the manuscript, it is not clear to me what are the real contributions made in this paper.", " I also failed to find any rigorous results on generalization bounds. ", "In this case, I cannot recommend the acc...
[ "evaluation", "evaluation", "evaluation", "evaluation" ]
SkYNcg5xz
[ "The paper addresses the problem of learners forgetting rare states and revisiting catastrophic danger states. ", "The authors propose to train a predictive ‘fear model’ that penalizes states that lead to catastrophes. ", "The proposed technique is validated both empirically and theoretically. ", "Experiments...
[ "fact", "fact", "fact", "fact", "evaluation", "fact", "evaluation", "fact", "fact", "fact", "fact", "fact", "fact", "evaluation", "fact", "fact", "fact", "fact", "fact", "request", "evaluation", "fact", "evaluation", "evaluation", "evaluation", "fact", "fact", "...
H1kAEtYlz
[ "The paper studies different methods for defining hypergraph embeddings, i.e. defining vectorial representations of the set of hyperedges of a given hypergraph. ", "It should be noted that the framework does not allow to compute a vectorial representation of a set of nodes not already given as an hyperedge. ", ...
[ "fact", "fact", "fact", "fact", "fact", "fact", "fact", "fact", "fact", "evaluation", "fact", "evaluation", "fact", "evaluation", "fact", "evaluation", "evaluation", "request", "fact", "fact", "request", "request", "fact", "fact", "evaluation", "evaluation", "fact...
rkFUZ2uxf
[ "The authors introduce a set of very simple tasks that are meant to illustrate the challenges of learning visual relations.", "They then evaluate several existing network architectures on these tasks,", "and show that results are not as impressive as others might have assumed they would be.", "They show that ...
[ "fact", "fact", "evaluation", "fact", "evaluation", "evaluation", "evaluation", "fact", "fact", "fact", "fact", "evaluation", "fact", "evaluation", "evaluation", "non-arg", "evaluation", "evaluation", "evaluation", "non-arg", "request", "request", "evaluation", "evaluat...
HJ3OcT3gG
[ "In this paper, the authors propose a novel method for generating adversarial examples when the model is a black-box and we only have access to its decisions (and a positive example). ", "It iteratively takes steps along the decision boundary while trying to minimize the distance to the original positive example...
[ "fact", "fact", "evaluation", "evaluation", "evaluation", "fact", "request", "fact", "evaluation", "fact", "evaluation", "evaluation", "request" ]
Bk9Z3ZQlG
[ "The paper proposes LSD-NET, an active vision method for object classification. ", "In the proposed method, based on a given view of an object, the algorithm can decide to either classify the object or to take a discrete action step which will move the camera in order to acquire a different view of the object. ",...
[ "fact", "fact", "fact", "fact", "fact", "fact", "fact", "evaluation", "evaluation", "evaluation", "evaluation", "evaluation", "evaluation", "evaluation", "non-arg", "fact", "evaluation", "request", "quote", "evaluation", "evaluation", "request", "fact", "request", "fa...
rydWCNKxz
[ "Summary: This paper empirically studies adversarial perturbations dx and what the effects are of adversarial training (AT) with respect to shared (dx fools for many x) and singular (only for a single x) perturbations.", "Experiments use a (previously published) iterative fast-gradient-sign-method and use a Resne...
[ "fact", "fact", "fact", "fact", "fact", "fact", "fact", "fact", "fact", "evaluation", "evaluation", "evaluation", "request", "request", "request", "request", "evaluation", "request", "evaluation", "evaluation", "non-arg" ]
SJzxBpKeM
[ "SUMMARY: This work is about learning the validity of a sequences in specific application domains like SMILES strings for chemical compounds. ", "In particular, the main emphasis is on predicting if a prefix sequence could possibly be extended to a complete valid sequence. ", "In other words, one tries to predi...
[ "fact", "fact", "fact", "fact", "fact", "fact", "evaluation", "evaluation", "evaluation", "non-arg", "non-arg", "non-arg", "evaluation", "evaluation", "evaluation", "evaluation", "non-arg", "request", "request" ]
HJ75M8ogM
[ "The authors have addressed the problem of translating natural language queries to SQL queries. ", "They proposed a deep neural network based solution which combines the attention based neural semantic parser and pointer networks. ", "They also released a new dataset WikiSQL for the problem. ", "The proposed ...
[ "fact", "fact", "fact", "fact", "evaluation", "fact", "fact", "fact", "evaluation", "request", "evaluation", "evaluation", "request", "request" ]
rkejdYtxz
[ "Summary:This work is about model evaluation for molecule generation and design. ", "19 benchmarks are proposed, small data sets are expanded to a large, standardized data set ", "and it is explored how to apply new RL techniques effectively for molecular design.", "on the positive side: The paper is well wri...
[ "fact", "fact", "fact", "evaluation", "evaluation", "fact", "fact", "fact", "evaluation", "request", "request" ]
ByCeFUNgz
[ "The authors propose a new episodic reinforcement learning algorithm based on contextual bandit oracles.", "The key specificity of this algorithm is its ability to deal with the credit assignment problem by learning automatically a progressive \"reward shaping\" (the residual losses) from a feedback that is only ...
[ "fact", "fact", "evaluation", "evaluation", "fact", "evaluation", "fact", "fact", "fact", "evaluation", "evaluation", "request", "fact", "request", "request", "request", "request", "request", "request" ]
rkSREOYgM
[ "This paper proposes a device placement algorithm to place operations of tensorflow on devices. ", "Pros: 1. It is a novel approach which trains the placement end to end.", "2. The experiments are solid to demonstrate this method works very well.", "3. The writing is easy to follow.", "4. This would be a ve...
[ "fact", "evaluation", "evaluation", "evaluation", "evaluation", "evaluation", "evaluation", "fact", "non-arg", "request", "fact", "evaluation", "evaluation" ]
Bycjn6tef
[ "Paper summary: Existing works on multi-task neural networks typically use hand-tuned weights for weighing losses across different tasks.", "This work proposes a dynamic weight update scheme that updates weights for different task losses during training time by making use of the loss ratios of different tasks.", ...
[ "fact", "fact", "fact", "evaluation", "fact", "evaluation", "evaluation", "evaluation", "non-arg", "non-arg", "non-arg", "non-arg", "non-arg", "evaluation", "fact", "non-arg", "non-arg", "non-arg", "non-arg", "fact", "fact", "fact", "non-arg", "fact", "non-arg", "no...
HyWGBr5lf
[ "Summary: The authors proposed an unsupervised time series clustering methods built with deep neural networks.", "The proposed model is equipped with an encoder-decoder and a clustering model.", "First, the encoder employs CNN to shorten the time series and extract local temporal features,", "and the CNN is f...
[ "fact", "fact", "fact", "fact", "fact", "fact", "fact", "evaluation", "evaluation", "fact", "fact", "evaluation", "request", "evaluation", "non-arg", "non-arg", "non-arg", "evaluation", "non-arg", "evaluation", "fact", "evaluation", "fact", "fact", "request", "fact"...
Hk7vlKsxz
[ "Summary: The authors present a simple variation of vanilla recurrent neural networks, which use ReLU hiddens and a fixed identity matrix that is added to the hidden-to-hidden weight matrix. ", "This identity connection acts as a “surrogate memory” component, preserving hidden activations over time steps. ", "T...
[ "fact", "fact", "fact", "fact", "fact", "evaluation", "evaluation", "evaluation", "evaluation", "non-arg", "non-arg", "evaluation", "request", "fact", "non-arg", "request", "request", "evaluation", "fact", "fact", "fact", "fact", "fact", "fact", "fact", "fact", "r...
SJEDvEvez
[ "This reviewer has found the proposed approach quite compelling, ", "but the empirical validation requires significant improvements:", "1) you should include in your comparison Query-by- Bagging & Boosting, ", "which are two of the best out-of-the-box active learning strategies", "2) in your empirical valid...
[ "evaluation", "evaluation", "request", "evaluation", "fact", "evaluation", "request", "request", "fact", "request", "reference" ]
BkOfh_eWM
[ "The paper discusses the problem of optimizing neural networks with hard threshold and proposes a novel solution to it.", "The problem is of significance because in many applications one requires deep networks which uses reduced computation and limited energy.", "The authors frame the problem of optimizing such...
[ "fact", "evaluation", "fact", "fact", "fact", "fact", "fact", "fact", "evaluation", "fact", "evaluation", "evaluation", "evaluation", "evaluation", "evaluation", "fact", "evaluation", "fact", "fact", "fact", "fact", "fact", "evaluation" ]
Bk8udEEeM
[ "Quick summary: This paper proposes an energy based formulation to the BEGAN model and modifies it to include an image quality assessment based term.", "The model is then trained with CelebA under different parameters settings and results are analyzed.", "Quality and significance: This is quite a technical pape...
[ "fact", "fact", "evaluation", "evaluation", "evaluation", "evaluation", "evaluation", "evaluation", "evaluation" ]
ryVd3dFgf
[ "This paper proposes a method for parameter space noise in exploration.", "Rather than the \"baseline\" epsilon-greedy (that sometimes takes a single action at random)... this paper presents an method for perturbations to the policy.", "In some domains this can be a much better approach and this is supported by...
[ "fact", "fact", "evaluation", "evaluation", "evaluation", "evaluation", "evaluation", "evaluation", "evaluation", "evaluation", "evaluation", "evaluation", "evaluation", "evaluation", "evaluation", "evaluation", "evaluation", "evaluation", "evaluation", "fact", "evaluation", ...
BkcUX-5eG
[ "This paper investigates learning representations for the problem of nearest neighbor (NN) search by exploring various deep learning architectural choices.", "The crux of the paper is the connection between NN and the angles between the closest neighbors --", "the higher this angle, more data points need to be ...
[ "fact", "evaluation", "fact", "fact", "fact", "fact", "fact", "fact", "fact", "evaluation", "evaluation", "evaluation", "evaluation", "evaluation", "fact", "fact", "fact", "evaluation", "fact", "evaluation", "fact", "evaluation", "fact", "evaluation", "evaluation", ...
HJyXsRtef
[ "This paper presents a new approach to determining what to measure and when to measure it, using a novel deep learning architecture.", "The problem addressed is important and timely", "and advances here may have an impact on many application areas outside medicine.", "The approach is evaluated on real-world m...
[ "fact", "evaluation", "evaluation", "fact", "fact", "evaluation", "evaluation", "evaluation", "fact", "fact", "evaluation", "fact", "request", "fact", "fact", "fact", "request", "evaluation" ]
S1jezarxG
[ "The paper offers a formal proof that gradient descent on the logistic loss converges very slowly to the hard SVM solution in the case where the data are linearly separable.", "This result should be viewed in the context of recent attempts at trying to understand the generalization ability of neural networks, whi...
[ "fact", "evaluation", "fact", "evaluation", "evaluation", "evaluation", "evaluation", "evaluation", "fact", "fact", "fact", "evaluation", "fact", "fact", "fact", "fact", "fact", "fact", "fact", "fact", "fact", "request", "request", "request", "request", "request", ...
BJ2J7pFgf
[ "This paper presents a method for classifying Tumblr posts with associated images according to associated single emotion word hashtags.", "The method relies on sentiment pre-processing from GloVe and image pre-processing from Inception.", "My strongest criticism for this paper is against the claim that Tumblr p...
[ "fact", "fact", "evaluation", "evaluation", "evaluation", "fact", "evaluation", "fact", "fact", "evaluation", "fact", "quote", "fact", "reference", "fact", "reference", "fact", "fact", "fact", "fact", "fact", "fact", "fact", "fact", "reference", "fact", "reference...
ByRWmWAxM
[ "This paper proposes an extremely simple methodology to improve the network's performance by adding extra random perturbations (resizing/padding) at evaluation time.", "Although the paper is very basic, ", "it creates a good baseline for defending about various types of attacks and got good results in kaggle co...
[ "evaluation", "evaluation", "evaluation", "evaluation", "evaluation", "evaluation", "fact", "evaluation", "evaluation" ]
B1eq0Hqlz
[ "The authors investigate a modified input layer that results in color invariant networks. ", "The proposed methods are evaluated on two car datasets. ", "It is shown that certain color invariant \"input\" layers can improve accuracy for test-images from a different color distribution than the training images.",...
[ "fact", "fact", "fact", "evaluation", "non-arg", "evaluation", "evaluation", "evaluation", "evaluation", "fact", "evaluation", "non-arg", "fact", "evaluation", "evaluation", "fact", "fact", "fact", "non-arg", "fact", "request" ]
B1RZJ1cxG
[ "The paper explores momentum SGD and an adaptive version of momentum SGD which the authors name YF (Yellow Fin).", "They compare YF to hand tuned momentumSGD and to Adam in several deep learning applications.", "I found the first part which discusses the theoretical motivation behind YF to be very confusing and...
[ "fact", "fact", "evaluation", "evaluation", "evaluation", "evaluation", "evaluation", "fact", "evaluation", "evaluation", "fact", "evaluation", "evaluation", "evaluation", "evaluation", "evaluation", "evaluation", "evaluation", "evaluation", "evaluation", "request" ]
B1qhp-qeG
[ "The paper investigates the iterative estimation view on gated recurrent networks (GNN). ", "Authors observe that the average estimation error between a given hidden state and the last hidden state gradually decreases toward zeros. ", "This suggest that GNN are bias toward an identity mapping and learn to pres...
[ "fact", "fact", "fact", "fact", "fact", "fact", "non-arg", "fact", "non-arg", "fact", "fact", "non-arg", "fact", "evaluation", "evaluation", "evaluation", "fact", "fact" ]
HyM5JWhgG
[ "This paper discusses an application of survival analysis in social networks.", "While the application area seems to be pertinent, the statistics as presented in this paper are suboptimal at best.", "There is no useful statistical setup described (what is random? etc etc),", "the interplay between censoring ...
[ "fact", "evaluation", "fact", "evaluation", "fact", "fact", "request", "evaluation" ]
Hyu5lW5xf
[ "This paper proposes a method, Dual-AC, for optimizing the actor(policy) and critic(value function) simultaneously which takes the form of a zero-sum game resulting in a principled method for using the critic to optimize the actor. ", "In order to achieve that, they take the linear programming approach of solving...
[ "fact", "fact", "evaluation", "fact", "fact", "fact", "evaluation", "evaluation", "request", "evaluation", "evaluation", "quote", "request", "request", "evaluation", "evaluation", "evaluation", "evaluation", "fact", "evaluation", "request", "evaluation", "request", "eva...