Datasets:
launch
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ampere

Dataset card Data Studio Files
xet
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9
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labels
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rySfFbFgz
[ "In this paper, the authors propose a novel tracking loss to convert the RPN to a tracker. ", "The internal structure of top layer features of RPN is exploited to treat feature points discriminatively. ", "In addition, the proposed compression network speeds up the tracking algorithm. ", "The experimental res...
[ "fact", "fact", "fact", "fact", "fact", "fact", "evaluation", "evaluation", "fact", "evaluation", "evaluation", "fact", "fact", "request", "evaluation", "evaluation", "fact", "evaluation", "request", "request", "evaluation", "evaluation", "evaluation", "request", "eva...
S15xOyjgf
[ "This paper proposes an evolutionary algorithm for solving the variational E step in expectation-maximization algorithm for probabilistic models with binary latent variables. ", "This is done by (i) considering the bit-vectors of the latent states as genomes of individuals, and by (ii) defining the fitness of the...
[ "fact", "fact", "evaluation", "evaluation", "evaluation", "fact", "evaluation", "fact", "evaluation", "evaluation", "evaluation", "fact", "fact" ]
H13MWgq4M
[ "This paper identifies and proposes a fix for a shortcoming of the Deep Information Bottleneck approach, namely that the induced representation is not invariant to monotonic transform of the marginal distributions (as opposed to the mutual information on which it is based). ", "The authors address this shortcomin...
[ "fact", "fact", "fact", "fact", "evaluation", "fact", "fact", "evaluation", "evaluation", "evaluation", "evaluation", "evaluation", "fact", "evaluation", "fact", "request", "evaluation", "request", "request", "fact", "request", "request", "evaluation", "evaluation", "...
Hk_LRZ5gG
[ "This paper proposes several client-server neural network gradient update strategies aimed at reducing uplink usage while maintaining prediction performance.", "The main approaches fall into two categories: structured, where low-rank/sparse updates are learned,", "and sketched, where full updates are either sub...
[ "fact", "fact", "fact", "fact", "evaluation", "evaluation", "non-arg", "evaluation", "evaluation", "non-arg", "evaluation", "non-arg", "request", "request", "evaluation", "request", "request", "request", "reference", "evaluation", "evaluation", "evaluation", "evaluation",...
BJDxbMvez
[ "The authors propose a generative method that can produce images along a hierarchy of specificity, i.e. both when all relevant attributes are specified, and when some are left undefined, creating a more abstract generation task.", "Pros:+ The results demonstrating the method's ability to generate results for (1) ...
[ "fact", "evaluation", "fact", "evaluation", "evaluation", "evaluation", "evaluation", "evaluation" ]
rycISJNgz
[ "Quality The method description, particularly about reference ambiguity, I found difficult to follow.", "The experiments and analysis look solid,", "although it would be nice to see experiments on more challenging natural image datasets.", "Clarity “In general this is not possible… “ -", "you are saying it ...
[ "evaluation", "evaluation", "evaluation", "quote", "fact", "fact", "evaluation", "fact", "request", "request", "request", "request", "fact", "fact", "fact", "request", "evaluation", "fact", "evaluation", "evaluation", "fact", "reference", "evaluation", "evaluation", "...
SJdWxzoxz
[ "Summary:The paper presents a novel method for answering “How many …?” questions in the VQA datasets. ", "Unlike previously proposed approaches, the proposed method uses an iterative sequential decision process for counting the relevant entity. ", "The proposed model makes discrete choices about what to count a...
[ "fact", "fact", "fact", "fact", "fact", "fact", "evaluation", "evaluation", "fact", "evaluation", "evaluation", "fact", "request", "evaluation", "fact", "request", "fact", "fact", "request", "evaluation", "fact", "request", "evaluation", "request", "evaluation", "ev...
SyKUVctlM
[ "This paper proposes a recurrent neural network for visual question answering. ", "The recurrent neural network is equipped with a carefully designed recurrent unit called MAC (Memory, Attention and Control) cell, which encourages sequential reasoning by restraining interaction between inputs and its hidden state...
[ "fact", "fact", "fact", "fact", "evaluation", "evaluation", "evaluation", "fact", "fact", "evaluation", "fact", "evaluation", "fact", "request", "fact", "evaluation", "fact", "request", "request" ]
Bk8FeZjgf
[ "Instead of either optimization-based variational EM or an amortized inference scheme implemented via a neural network as in standard VAE models, this paper proposes a hybrid approach that essentially combines the two.", "In particular, the VAE inference step, i.e., estimation of q(z|x), is conducted via applicat...
[ "fact", "fact", "reference", "fact", "fact", "evaluation", "evaluation", "evaluation", "evaluation", "reference", "evaluation", "evaluation", "evaluation", "evaluation", "evaluation", "evaluation", "fact", "evaluation", "evaluation", "fact", "evaluation", "evaluation", "f...
H1wVDrtgM
[ "This paper tried to analyze the subspaces of the adversarial examples neighborhood. ", "More specifically, the authors used Local Intrinsic Dimensionality to analyze the intrinsic dimensional property of the subspaces. ", "The characteristics and theoretical analysis of the proposed method are discussed and ex...
[ "fact", "fact", "fact", "evaluation" ]
BkMvqjYgG
[ "This paper focuses on the problem of \"machine teaching\", i.e., how to select a good strategy to select training data points to pass to a machine learning algorithm, for faster learning. ", "The proposed approach leverages reinforcement learning by defining the reward as how fast the learner learns, and use pol...
[ "fact", "fact", "evaluation", "fact", "evaluation", "evaluation", "evaluation", "evaluation", "evaluation", "evaluation", "evaluation", "evaluation", "non-arg", "evaluation", "evaluation", "fact", "evaluation", "evaluation", "evaluation", "evaluation", "request", "request",...
S1KIF7olf
[ "This paper presents an empirical study of whether data augmentation can be a substitute for explicit regularization of weight decay and dropout.", "It is a well written and well organized paper.", "However, overall I do not find the authors’ premises and conclusions to be well supported by the results and", ...
[ "fact", "evaluation", "evaluation", "request", "evaluation", "evaluation", "fact", "fact", "fact", "evaluation", "evaluation", "evaluation", "fact", "fact", "evaluation", "quote" ]
rJAxUSLSM
[ "The paper consider a method for \"weight normalization\" of layers of a neural network. ", "The weight matrix is maintained normalized, which helps accuracy. ", "However, the simplest way to normalize on a fully connected layer is quadratic (adding squares of weights and taking square root).", "The paper p...
[ "fact", "fact", "fact", "fact", "fact", "evaluation", "evaluation", "evaluation" ]
ry2OdYCeM
[ "Paper presents an interesting attention mechanism for fine-grained image classification.", "Introduction states that the method is simple and easy to understand.", "However, the presentation of the method is bit harder to follow.", "It is not clear to me if the attention modules are applied over all pooling...
[ "evaluation", "fact", "evaluation", "evaluation", "request", "request", "request", "request", "request", "non-arg", "non-arg", "evaluation", "fact", "request", "request", "request", "request", "fact", "evaluation" ]
HJ2pirpxG
[ "This paper considers the problem of improving sequence generation by learning better metrics. ", "Specifically, it focuses on addressing the exposure bias problem, where traditional methods such as SeqGAN uses GAN framework and reinforcement learning. ", "Different from these work, this paper does not use GAN ...
[ "fact", "fact", "fact", "fact", "fact", "evaluation", "evaluation", "evaluation", "fact", "fact", "non-arg", "evaluation", "fact", "evaluation", "request" ]
HygXOMDxf
[ "The authors propose an approach to dynamically generating filters in a CNN based on the input image. ", "The filters are generated as linear combinations of a basis set of filters, based on features extracted by an auto-encoder. ", "The authors test the approach on recognition tasks on three datasets: MNIST, M...
[ "fact", "fact", "fact", "evaluation", "fact", "fact", "fact", "fact", "fact", "evaluation", "evaluation", "evaluation", "request", "request", "request", "evaluation", "evaluation", "evaluation", "evaluation", "evaluation", "fact", "evaluation", "evaluation", "fact", "...
H15qgiFgf
[ "This work identifies a mistake in the existing proof of convergence of Adam, ", "which is among the most popular optimization methods in deep learning. ", "Moreover, it gives a simple 1-dimensional counterexample with linear losses on which Adam does not converge. ", "The same issue also affects RMSprop, ", ...
[ "fact", "evaluation", "fact", "fact", "evaluation", "fact", "fact", "fact", "fact", "evaluation", "evaluation", "evaluation", "evaluation", "request", "fact", "fact", "request", "evaluation", "request", "fact", "evaluation", "fact", "fact", "evaluation", "evaluation",...
ryoWUP5lz
[ "This work proposes an approach for transcription factor binding site prediction using a multi-label classification formulation. ", "It is a very interesting problem ", "and application and the approach is interesting. ", "Novelty: The method is quite similar to matching networks (Vinyals, 2016) with a few ch...
[ "fact", "evaluation", "evaluation", "evaluation", "request", "evaluation", "fact", "request", "request", "evaluation", "fact", "fact", "evaluation", "request", "fact", "fact", "evaluation", "fact", "evaluation", "evaluation", "request", "evaluation", "fact", "non-arg", ...
S1ck4rYxM
[ "[Overview]In this paper, the authors proposed a novel model called MemoryGAN, which integrates memory network with GAN.", "As claimed by the authors, MemoryGAN is aimed at addressing two problems of GAN training:", "1) difficult to model the structural discontinuity between disparate classes in the latent spac...
[ "fact", "fact", "fact", "fact", "fact", "fact", "fact", "fact", "fact", "evaluation", "evaluation", "evaluation", "fact", "fact", "fact", "evaluation", "fact", "fact", "non-arg", "fact", "fact", "fact", "fact", "non-arg", "fact", "evaluation", "fact", "fact", ...
HJ1MEAYxG
[ "The authors are motivated by two problems: Inputting non-Euclidean data (such as graphs) into deep CNNs, and analyzing optimization properties of deep networks.", "In particular, they look at the problem of maze testing, where, given a grid of black and white pixels, the goal is to answer whether there is a path...
[ "fact", "fact", "fact", "fact", "fact", "fact", "fact", "fact", "fact", "evaluation", "evaluation", "request", "request", "request", "fact", "fact", "fact", "fact", "evaluation", "evaluation", "evaluation", "evaluation", "fact", "request", "evaluation", "evaluation"...
SJQVdQ5lG
[ "This paper describes an extension to the recently introduced Transformer networks which shows better convergence properties and also improves results on standard machine translation benchmarks. ", "This is a great paper ", "-- it introduces a relatively simple extension of Transformer networks which only adds ...
[ "fact", "evaluation", "fact", "request", "fact", "request", "request", "request", "fact", "fact" ]
BJQD_I_eM
[ "The paper proposes an analysis on different adaptive regularization techniques for deep transfer learning. ", "Specifically it focuses on the use of an L2-SP condition that constraints the new parameters to be close to the ones previously learned when solving a source task. ", "+ The paper is easy to read and ...
[ "fact", "fact", "evaluation", "evaluation", "evaluation", "fact", "reference", "reference", "reference", "request", "fact", "evaluation", "evaluation", "request", "request", "request" ]
SyFscqngM
[ "This paper essentially uses CycleGANs for Domain Adaptation.", "My biggest concern is that it doesn't adequately compare to similar papers that perform adaptation at the pixel level", "(eg. Shrivastava et al-'Learning from Simulated and Unsupervised Images through Adversarial Training'", "and Bousmalis et al...
[ "fact", "evaluation", "reference", "reference", "fact", "request", "evaluation", "request", "fact", "evaluation", "evaluation", "evaluation", "evaluation", "evaluation", "evaluation", "evaluation", "fact", "fact", "evaluation", "fact", "fact", "fact", "fact", "fact", ...
B1BFRS7ZM
[ "There may be some interesting ideas here, ", "but I think in many places the mathematical\\ndescription is very confusing and/or flawed.", "To give some examples:\\n\\n* Just before section 2.1.1, P(T) = \\\\prod_{p \\\\in Path(T)} ... : it's not clear \\nat all clear that this defines a valid distribution ove...
[ "evaluation", "evaluation", "evaluation", "fact", "fact", "evaluation", "quote", "fact", "evaluation", "request", "quote", "evaluation", "fact", "evaluation", "quote", "non-arg", "non-arg", "evaluation", "fact", "quote", "evaluation", "evaluation", "request" ]
B1MeHT3rG
[ "This paper proposes a model for generating pop music melodies with a recurrent neural network conditioned on chord and part (song section) information.", "They train their model on a small dataset and compare it to a few existing models in a human evaluation.", "I think this paper has many issues, which I desc...
[ "fact", "fact", "evaluation", "fact", "fact", "fact", "evaluation", "evaluation", "evaluation", "fact", "quote", "evaluation", "evaluation", "quote", "fact", "fact", "quote", "fact", "evaluation", "fact", "evaluation", "fact", "reference", "evaluation", "quote", "fa...
Hk96V1clf
[ "This paper generates adversarial examples using the fast gradient sign (FGS) and iterated fast gradient sign (IFGS) methods, but replacing the gradient computation with finite differences or another gradient approximation method. ", "Since finite differences is expensive in high dimensions, ", "the authors pro...
[ "fact", "fact", "fact", "evaluation", "fact", "fact", "evaluation", "evaluation", "evaluation", "evaluation", "evaluation", "fact" ]
Sy4mWsOeG
[ "Many black-box optimization problems are \"multi-fidelity\", in which it is possible to acquire data with different levels of cost and associated uncertainty.", "The training of machine learning models is a common example, in which more data and/or more training may lead to more precise measurements of the quali...
[ "fact", "fact", "fact", "fact", "fact", "fact", "fact", "evaluation", "fact", "non-arg", "fact", "evaluation", "evaluation", "evaluation", "evaluation", "evaluation", "fact", "non-arg", "request", "request" ]
rJGK3urgz
[ "In this paper, the authors trains a large number of MNIST classifier networks with differing attributes (batch-size, activation function, no. layers etc.) ", "and then utilises the inputs and outputs of these networks to predict said attributes successfully. ", "They then show that they are able to use the met...
[ "fact", "fact", "fact", "evaluation", "evaluation", "evaluation", "evaluation", "request", "fact", "request", "request", "fact", "fact", "request", "fact", "non-arg", "request", "request", "fact", "request", "evaluation", "evaluation", "evaluation", "evaluation", "eva...
HJmKXVcgz
[ "This paper proposes a ranking-based similarity metric for distributional semantic models. ", "The main idea is to learn \"baseline\" word embeddings, retrofitting those and applying localized centering, to then calculate similarity using a measure called \"Ranking-based Exponential Similarity Measure\" (RESM), w...
[ "fact", "fact", "evaluation", "evaluation", "fact", "fact", "evaluation", "evaluation", "evaluation", "fact", "evaluation", "evaluation", "quote", "fact", "fact", "quote", "evaluation", "evaluation", "evaluation", "evaluation", "fact", "evaluation", "request", "evaluati...
H1E1RgqxM
[ "# Summary This paper presents a new external-memory-based neural network (Neural Map) for handling partial observability in reinforcement learning. ", "The proposed memory architecture is spatially-structured so that the agent can read/write from/to specific positions in the memory. ", "The results on several ...
[ "fact", "fact", "fact", "evaluation", "evaluation", "evaluation", "evaluation", "fact", "evaluation", "fact", "fact", "fact", "fact", "evaluation", "evaluation", "fact", "evaluation", "evaluation", "fact", "evaluation" ]
HJUMdjteM
[ "The authors propose a model for learning physical interaction skills through trial and error.", "They use end-to-end deep reinforcement learning - the DQN model - including the task goal as an input in order to to improve generalization over several tasks, and shaping the reward depending on the visual differenc...
[ "fact", "fact", "fact", "evaluation", "request", "evaluation", "evaluation", "quote", "fact", "fact", "fact", "fact", "evaluation", "fact", "fact", "evaluation", "evaluation", "fact", "fact", "request" ]
S1uLIj8lG
[ "* sec.2.2 is about label-preserving translation ", "and many notations are introduced. ", "However, it is not clear what label here refers to, ", "and it does not shown in the notation so far at all. ", "Only until the end of sec.2.2, the function F(.) is introduced and its revelation - Google Search as la...
[ "fact", "evaluation", "evaluation", "fact", "fact", "request", "evaluation", "evaluation", "evaluation", "evaluation", "fact", "fact", "fact", "evaluation", "request", "request" ]
Byz0IGvgz
[ "This paper combines the tensor contraction method and the tensor regression method and applies them to CNN.", "This paper is well written and easy to read.", "However, I cannot find a strong or unique contribution from this paper.", "Both of the methods (tensor contraction and tensor decomposition) are well ...
[ "fact", "evaluation", "evaluation", "evaluation", "evaluation", "evaluation", "fact", "non-arg", "fact", "non-arg" ]
rk156h2gf
[ "The manuscript proposes a new framework for inference in RNN based upon the Bayes by Backprop (BBB) algorithm. ", "In particular, the authors propose a new framework to \"sharpen\" the posterior.", "In particular, the hierarchical prior in (6) and (7) frame an interesting modification to directly learning a m...
[ "fact", "evaluation", "evaluation", "evaluation", "evaluation", "evaluation", "evaluation", "request", "quote", "request", "request", "evaluation", "evaluation", "evaluation", "evaluation", "request", "evaluation", "evaluation", "evaluation", "evaluation", "request", "reque...
ryIbx22yz
[ "The authors perform a set of experiments in which they inspect the Hessian matrix of the loss of a neural network, and observe that most of the eigenvalues are very close to zero. ", "This is a potentially important observation, ", "and the experiments were well worth performing, ", "but I don't find them fu...
[ "fact", "evaluation", "evaluation", "evaluation", "evaluation", "fact", "fact", "fact", "fact", "fact", "fact", "evaluation", "evaluation", "evaluation", "evaluation", "fact", "evaluation", "fact", "evaluation", "fact", "fact", "non-arg", "evaluation", "evaluation", "...
Hy4tIW5xf
[ "The paper \"IMPROVING SEARCH THROUGH A3C REINFORCEMENT LEARNING BASED CONVERSATIONAL AGENT\" proposes to define an agent to guide users in information retrieval tasks.", "By proposing refinements of the query, categorizations of the results or some other bookmarking actions, the agent is supposed to help the use...
[ "fact", "fact", "fact", "evaluation", "evaluation", "evaluation", "evaluation", "evaluation", "evaluation", "request", "evaluation", "evaluation", "evaluation", "evaluation", "fact", "fact", "evaluation", "fact", "evaluation", "evaluation", "evaluation", "evaluation", "ev...
H1rLr8ZNM
[ "This paper proposed to combine three kinds of data sources: real, simulated and unlabeled, to help solve \"small\" data issue occurring in packet stream.", "A directed information flow graph was constructed,", "a multi-headed network was trained by using Keras and GAN library.", "Its use on the packet sequen...
[ "fact", "fact", "fact", "evaluation", "request", "request", "request", "evaluation", "request", "request", "non-arg", "request", "non-arg", "non-arg" ]
HJNeoqYNG
[ "This paper focuses on the problem of \\\"machine teaching\\\", ", "i.e., how to select a good strategy to select training data points to pass to a machine learning algorithm, for faster learning. ", "The proposed approach leverages reinforcement learning by defining the reward as how fast the learner learns, "...
[ "fact", "fact", "fact", "fact", "evaluation", "evaluation", "evaluation", "evaluation", "evaluation", "evaluation", "evaluation", "evaluation", "evaluation", "evaluation", "evaluation", "request", "fact", "request", "evaluation", "evaluation", "evaluation", "request", "ev...
BkaINb9xz
[ "The authors propose an extension to CNN using an autoregressive weighting for asynchronous time series applications.", "The method is applied to a proprietary dataset as well as a couple UCI problems and a synthetic dataset, showing improved performance over baselines in the asynchronous setting.", "This paper...
[ "fact", "fact", "evaluation", "evaluation", "evaluation", "evaluation", "evaluation", "fact", "request", "evaluation", "quote", "evaluation", "quote", "non-arg", "quote", "evaluation", "fact", "fact" ]
Hk0lS3teG
[ "The authors analyze show theoretical shortcomings in previous methods of explaining neural networks and propose an elegant way to remove these shortcomings in their methods PatternNet and PatternAttribution.", "The quest of visualizing neural network decision is now a very active field with many contributions.",...
[ "fact", "evaluation", "evaluation", "evaluation", "request", "request", "request", "request", "evaluation", "request", "request", "evaluation", "evaluation", "quote", "fact", "request" ]
B1Fe0Zqxz
[ "The paper presents a way to regularize a sequence generator by making the hidden states also predict the hidden states of an RNN working backward.", "Applied to sequence-to-sequence networks, the approach requires training one encoder, and two separate decoders, that generate the target sequence in forward and r...
[ "fact", "fact", "fact", "fact", "fact", "fact", "fact", "fact", "non-arg", "non-arg", "non-arg", "evaluation", "fact", "evaluation", "evaluation", "evaluation", "request", "fact", "evaluation", "fact", "request", "evaluation" ]
HydgKG5ez
[ "The paper proposes a CNN-based based approach for speech processing using raw waveforms as input. ", "An analysis of convolution and pooling layers applied on waveforms is first presented. ", "An architecture called SimpleNet is then presented and evaluated on two speech tasks: emotion recognition and gender c...
[ "fact", "fact", "fact", "fact", "evaluation", "evaluation", "evaluation", "evaluation", "quote", "fact", "fact", "fact", "fact", "fact", "request", "evaluation", "evaluation", "evaluation", "fact", "fact", "fact", "fact", "fact", "fact", "fact", "fact", "fact", ...
S1SG_l5gz
[ "This paper proposes to automatically recognize domain names as malicious or benign by deep networks (convnets and RNNs) trained to directly classify the character sequence as such.", "Pros The paper addresses an important application of deep networks, comparing the performance of a variety of different types of ...
[ "fact", "evaluation", "evaluation", "evaluation", "fact", "evaluation", "evaluation", "evaluation", "request", "evaluation", "fact", "evaluation", "evaluation", "evaluation", "fact", "fact", "evaluation", "fact", "fact", "fact", "evaluation", "evaluation", "evaluation" ]
BJQGTw5lM
[ "This manuscript explores the idea of adding noise to the adversary's play in GAN dynamics over an RKHS. ", "This is equivalent to adding noise to the gradient update, using the duality of reproducing kernels. ", "Unfortunately, the evaluation here is wholly unsatisfactory to justify the manuscript's claims. ",...
[ "fact", "fact", "evaluation", "fact", "fact", "evaluation", "evaluation" ]
SyuPmP3lM
[ "The collaborative block that authors propose is a generalized module that can be inserted in deep architectures for better multi-task learning.", "The problem is relevant as we are pushing deep networks to learn representation for multiple tasks.", "The proposed method while simple is novel.", "The few place...
[ "fact", "fact", "evaluation", "request", "request", "fact", "request", "request", "request", "evaluation" ]
B1ja8-9lf
[ "This paper presents a novel approach to calibrate classifiers for out of distribution samples.", "In additional to the original cross entropy loss, the “confidence loss” was proposed to guarantee the out of distribution points have low confidence in the classifier.", "As out of distribution samples are hard t...
[ "fact", "fact", "evaluation", "fact", "evaluation", "evaluation", "fact", "fact", "fact", "fact", "fact", "reference", "fact", "request", "evaluation", "evaluation", "non-arg", "fact", "fact", "fact", "fact", "fact", "request" ]
Bk-6h6Txz
[ "The article \"Contextual Explanation Networks\" introduces the class of models which learn the intermediate explanations in order to make final predictions.", "The contexts can be learned by, in principle, any model including neural networks,", "while the final predictions are supposed to be made by some simpl...
[ "fact", "fact", "fact", "fact", "fact", "fact", "fact", "request", "request", "evaluation", "evaluation", "non-arg" ]
S1kxi6OlM
[ "In general I find this to be a good paper and vote for acceptance. ", "The paper is well-written and easy to follow. ", "The proposed approach is a useful addition to existing literature.", "Besides that I have not much to say except one point I would like to discuss: ", "In 4.2 I am not fully convinced o...
[ "evaluation", "evaluation", "evaluation", "evaluation", "evaluation", "evaluation", "evaluation", "fact", "evaluation", "request", "request", "quote", "request", "evaluation", "evaluation" ]
S1gH28vgM
[ "1) Summary This paper proposed a new method for predicting multiple future frames in videos. ", "A new formulation is proposed where the frames’ inherent noise is modeled separate from the uncertainty of the future. ", "This separation allows for directly modeling the stochasticity in the sequence through a ra...
[ "fact", "fact", "fact", "fact", "fact", "fact", "fact", "fact", "evaluation", "evaluation", "evaluation", "evaluation", "evaluation", "fact", "evaluation", "evaluation", "evaluation", "evaluation", "fact", "non-arg", "reference", "request", "fact", "evaluation", "fact...
B1ZlEVXyf
[ "Summary ======== The authors present CLEVER, an algorithm which consists in evaluating the (local) Lipschitz constant of a trained network around a data point. ", "This is used to compute a lower-bound on the minimal perturbation of the data point needed to fool the network.", "The method proposed in the paper...
[ "fact", "fact", "fact", "fact", "fact", "evaluation", "evaluation", "fact", "evaluation", "fact", "evaluation", "evaluation", "fact", "evaluation", "fact", "fact", "fact", "evaluation", "request", "fact", "request", "fact", "evaluation", "request", "evaluation", "re...
ByhgguzeM
[ "The paper presents a method to parametrize unitary matrices in an RNN as a Kronecker product of smaller matrices. ", "Given N inputs and output, this method allows one to specify a linear transformation with O(log(N)) parameters, and perform a forward and backward pass in O(Nlog(N)) time. ", "In addition a re...
[ "fact", "fact", "fact", "evaluation", "evaluation", "evaluation", "evaluation", "fact", "fact", "fact", "fact", "fact", "fact", "fact", "fact", "fact", "evaluation", "request", "evaluation", "evaluation", "evaluation", "fact", "fact", "fact", "request", "fact", "f...
ryx2q7_eG
[ "This paper proposes for training a question answering model from answers only and a KB by learning latent trees that capture the syntax and learn the semantic of words, including referential terms like \"red\" and also compositional operators like \"not\".", "I think this model is elegant, beautiful and timely."...
[ "fact", "evaluation", "evaluation", "evaluation", "evaluation", "non-arg", "fact", "request", "fact", "fact", "evaluation", "non-arg", "non-arg", "evaluation", "evaluation", "fact", "evaluation", "evaluation", "fact", "request", "non-arg", "non-arg", "non-arg", "evaluat...
BJ0qmr9xf
[ "The paper solves the problem of how to do autonomous resets, ", "which is an important problem in real world RL. ", "The method is novel, ", "the explanation is clear, ", "and has good experimental results.", "Pros: 1. The approach is simple, solves a task of practical importance, and performs well in th...
[ "fact", "evaluation", "evaluation", "evaluation", "evaluation", "evaluation", "fact", "fact", "request", "fact", "evaluation", "fact", "fact", "evaluation", "evaluation", "evaluation" ]
ry07SzQgG
[ "This paper investigates human priors for playing video games.", "Considering a simple video game, where an agent receives a reward when she completes a game board, this paper starts by stating that: -\tFirstly, the humans perform better than an RL agent to complete the game board.", "-\tSecondly, with a simple...
[ "fact", "fact", "fact", "evaluation", "fact", "fact", "fact", "evaluation", "evaluation", "fact", "fact", "fact", "request" ]
S1ZbRMqlM
[ "The paper suggests taking GloVe word vectors, adjust them, and then use a non-Euclidean similarity function between them.", "The idea is tested on very small data sets (80 and 50 examples, respectively).", "The proposed techniques are a combination of previously published steps,", "and the new algorithm fail...
[ "fact", "fact", "fact", "fact", "evaluation", "evaluation", "non-arg", "non-arg", "evaluation", "request", "non-arg", "non-arg" ]
BympCwwgf
[ "This paper presents a method to cope with adversarial examples in classification tasks, leveraging a generative model of the inputs.", "Given an accurate generative model of the input, this approach first projects the input onto the manifold learned by the generative model", "(the idea being that inputs on thi...
[ "fact", "fact", "fact", "fact", "fact", "evaluation", "non-arg", "non-arg", "non-arg", "non-arg", "non-arg", "non-arg", "evaluation", "evaluation", "evaluation", "non-arg", "evaluation", "evaluation" ]
B1g5pBTxz
[ "The article \"Do GANs Learn the Distribution? Some Theory and Empirics\" considers the important problem of quantifying whether the distributions obtained from generative adversarial networks come close to the actual distribution of images.", "The authors argue that GANs in fact generate the distributions with f...
[ "fact", "fact", "fact", "fact", "fact", "fact", "fact", "evaluation", "evaluation", "fact", "fact", "request", "evaluation", "evaluation", "evaluation", "evaluation" ]
r1RTd8hgG
[ "The proposed method is a classifier that is fair and works in collaboration with an unfair (but presumably accurate model). ", "The novel classifier is the result of the optimisation of a loss function ", "(composed of a part similar to a logistic regression model and a part being the disparate impact). ", "...
[ "evaluation", "fact", "fact", "fact", "evaluation", "evaluation", "evaluation", "evaluation", "evaluation", "request", "evaluation", "evaluation", "fact", "fact", "request", "request" ]
Hk6aJkmWM
[ "This paper proposes to use RGANs and RCGANS to generate synthetic sequences of actual data. ", "They demonstrate the quality of the sequences on sine waves, MNIST, and ICU telemetry data.", "The authors demonstrate novel approaches for generating real-valued sequences using adversarial training, a train on syn...
[ "fact", "fact", "fact", "evaluation", "evaluation", "evaluation", "non-arg", "fact", "request", "request", "evaluation", "evaluation", "evaluation", "evaluation", "evaluation", "evaluation", "fact", "fact", "request", "fact", "evaluation", "evaluation" ]
rJOVWxjez
[ "The authors describe a new defense mechanism against adversarial attacks on classifiers (e.g., FGSM).", "They propose utilizing Generative Adversarial Networks (GAN),", "which are usually used for training generative models for an unknown distribution,", "but have a natural adversarial interpretation.", "I...
[ "fact", "fact", "fact", "evaluation", "fact", "fact", "fact", "fact", "fact", "fact", "fact", "fact", "fact", "evaluation", "fact", "evaluation", "fact", "fact", "evaluation", "evaluation", "evaluation", "request" ]
SJxF3VsxG
[ "This paper describes computationally efficient methods for training adversarially robust deep neural networks for image classification.", "(These methods may extend to other machine learning models and domains as well, but that's beyond the scope of this paper.)", "The former standard method for generating adv...
[ "fact", "fact", "evaluation", "fact", "fact", "fact", "evaluation", "fact", "request", "fact", "evaluation", "evaluation", "fact", "fact", "fact", "evaluation", "request", "evaluation", "non-arg", "fact", "evaluation", "fact", "evaluation", "evaluation", "fact" ]
r1rOlgOlz
[ "Authors describe a procedure of building their production recommender system from scratch, begining with formulating the recommendation problem, label data formation, model construction and learning. ", "They use several different evaluation techniques to show how successful their model is (offline metrics, A/B ...
[ "fact", "fact", "evaluation", "evaluation", "evaluation" ]
rJBLYC--f
[ "The paper proposes a novel approach on estimating the parameters \\nof Mean field games (MFG).", "The key of the method is a reduction of the unknown parameter MFG to an unknown parameter Markov Decision Process (MDP).\\n\\n", "This is an important class of models", "and I recommend the acceptance of the p...
[ "fact", "fact", "evaluation", "evaluation", "request", "request", "request", "request", "reference", "reference" ]
B1LfYs_gf
[ "This paper proposes to use 3D conditional GAN models to generate fMRI scans. ", "Using the generated images, paper reports improvement in classification accuracy on various tasks.", "One claim of the paper is that a generative model of fMRI data can help to caracterize and understand variability of scans acros...
[ "fact", "fact", "fact", "fact", "evaluation", "evaluation", "fact", "fact", "evaluation", "fact", "evaluation", "evaluation", "fact", "evaluation", "evaluation", "evaluation", "fact", "evaluation", "request" ]
Hy4cMGVlf
[ "The authors build on the work of Tang et al. (2017), ", "who made a minor change to the skip-thought model by decoding only the next sentence, rather than the previous one also. ", "The additional minor change in this paper is to use a CNN, rather than RNN, decoder.", "I am sympathetic to the goals of the wo...
[ "evaluation", "fact", "evaluation", "evaluation", "evaluation", "evaluation", "evaluation", "evaluation", "evaluation", "evaluation", "fact", "request", "evaluation", "evaluation" ]
ryU7ZMsgf
[ "This paper presents a reparametrization of the perturbation applied to features in adversarial examples based attacks. ", "It tests this attack variation on against Inception-family classifiers on ImageNet. ", "It shows some experimental robustness to JPEG encoding defense.", "Specifically about the method: ...
[ "fact", "fact", "fact", "fact", "fact", "fact", "evaluation", "evaluation", "evaluation", "fact", "fact", "fact", "fact", "evaluation", "evaluation", "request" ]
H1k_ZpFlf
[ "Summary: The paper proposes to learn new priors for latent codes z for GAN training.", "for this the paper shows that there is a mismatch between the gaussian prior and an estimated of the latent codes of real data by reversal of the generator .", "To fix this the paper proposes to learn a second GAN to learn...
[ "fact", "fact", "fact", "fact", "evaluation", "evaluation", "evaluation", "evaluation", "fact", "fact", "fact", "request", "request", "request", "request", "request", "evaluation", "evaluation", "request", "request", "request", "request", "request" ]
HJ9LXfvlz
[ "Paper studies an interesting phenomenon of overparameterised models being able to learn well-generalising solutions.", "It focuses on a setting with three crucial simplifications:", "- data is linearly separable", "- model is 1-hidden layer feed forward network with homogenous activations", "- **only input...
[ "fact", "fact", "fact", "fact", "fact", "fact", "fact", "fact", "evaluation", "evaluation", "fact", "evaluation", "evaluation", "evaluation", "request", "evaluation", "evaluation", "evaluation", "evaluation", "evaluation" ]
HkeOU0qgf
[ "The author unveils some properties of the resnets, for example, the cosine loss and l2 ratio of the layers. ", "I think the author should place more focus to study \"real\" iterative inference with shared parameters rather than analyzing original resnets.", "In resnet without sharing parameters, it is quite am...
[ "fact", "request", "evaluation", "evaluation", "evaluation", "fact", "evaluation", "request", "evaluation", "fact", "evaluation", "request", "evaluation", "evaluation", "evaluation", "evaluation" ]
SJw9gV2ZM
[ "This paper draws an interesting connection between deep neural networks and theories of quantum entanglement.", "They leveraged the tool for analyzing quantum entanglement to deep neural networks,", "and proposed a graph theoretical analysis for neural networks.", "They demonstrated how their theory can help...
[ "evaluation", "fact", "fact", "fact", "evaluation", "evaluation", "fact" ]
BkEcWHKlf
[ "Pros: 1. It provided theoretic analysis why larger feature norm is preferred in feature representation learning.", "2. A new regularization method (feature incay) is proposed.", "Cons: It seems there is not much comparison between this proposed method and the concurrent work", "\"COCO(Liu et al. (2017c))\"."...
[ "fact", "fact", "fact", "reference" ]
SJTAcW5xf
[ "This paper describes a method for computing representations for out-of-vocabulary words, e.g. based on their spelling or dictionary definitions. ", "The main difference from previous approaches is that the model is that the embeddings are trained end-to-end for a specific task, rather than trying to produce gene...
[ "fact", "fact", "fact", "evaluation", "evaluation", "fact", "evaluation", "evaluation", "evaluation", "fact", "evaluation", "evaluation", "request", "evaluation", "evaluation", "request" ]
Hk2dO8ngz
[ "This very well written paper covers the span between W-GAN and VAE.", "For a reviewer who is not an expert in the domain, it reads very well,", "and would have been of tutorial quality if space had allowed for more detailed explanations.", "The appendix are very useful, and tutorial paper material (especiall...
[ "fact", "evaluation", "evaluation", "evaluation", "evaluation", "evaluation", "request", "evaluation", "evaluation", "evaluation", "fact", "fact", "fact", "fact", "evaluation", "evaluation", "evaluation" ]
BkviGptxG
[ "This paper presents an alternative approach to constructing variational lower bounds on data log likelihood in deep, directed generative models with latent variables.", "Specifically, the authors propose using approximate posteriors shared across groups of examples, rather than posteriors which treat examples in...
[ "fact", "fact", "fact", "fact", "evaluation", "non-arg", "request", "request", "evaluation", "evaluation", "evaluation", "evaluation", "evaluation", "evaluation" ]
SylxFWcgG
[ "This paper extends an existing thread of neural computation research focused on learning resuable subprocedures (or options in RL-speak). ", "Instead of simply input and output examples, as in most of the work in neural computation, they follow in the vein of the Neural Programmer-Interpreter (Reed and de Freit...
[ "fact", "fact", "fact", "fact", "fact", "fact", "fact", "fact", "evaluation", "fact", "fact", "evaluation", "fact", "fact", "evaluation", "request", "fact", "evaluation", "evaluation", "evaluation", "evaluation", "evaluation", "evaluation", "evaluation", "evaluation",...
HJmMNVDlz
[ "This paper proposes a new model for the general task of inducing document representations (embeddings).", "The approach uses a CNN architecture, distinguishing it from the majority of prior efforts on this problem, which have tended to use RNNs.", "This affords obvious computational advantages, as training may...
[ "fact", "fact", "fact", "evaluation", "evaluation", "evaluation", "evaluation", "fact", "fact", "fact", "non-arg", "evaluation", "fact", "evaluation", "fact", "fact", "fact", "request", "fact", "fact", "evaluation", "evaluation", "request", "request", "request", "re...
HJZM5e9eM
[ "Summary This article considers neural networks over time-series, defined as a succession of convolutions and fully-connected layers with Leaky ReLU activations.", "The authors provide relatively general conditions for transformations described by such networks to admit a Lipschitz-continuous inverse.", "They e...
[ "fact", "evaluation", "fact", "fact", "evaluation", "evaluation", "evaluation", "fact", "evaluation", "evaluation", "evaluation", "evaluation", "fact", "fact", "fact", "fact", "evaluation", "non-arg", "request", "fact", "fact", "evaluation", "fact", "evaluation", "eva...
Hyd9YyOlf
[ "The paper studies the problem of DNN loss function design for reducing intra-class variance in the output feature space. ", "The key contribution is proposing an isotropic variant of the softmax loss that can balance the accuracy of classification and compactness of individual class. ", "The proposed loss has ...
[ "fact", "fact", "fact", "fact", "evaluation", "evaluation", "evaluation", "evaluation", "evaluation" ]
By-CxBKgz
[ "This paper presents Defense-GAN: a GAN that used at test time to map the input generate an image (G(z)) close (in MSE(G(z), x)) to the input image (x), by applying several steps of gradient descent of this MSE. ", "The GAN is a WGAN trained on the train set (only to keep the generator). ", "The goal of the who...
[ "fact", "fact", "fact", "evaluation", "fact", "fact", "fact", "fact", "fact", "fact", "non-arg", "request" ]
r1ke1YDlz
[ "SIGNIFICANCE AND ORIGINALITY: The authors propose to accelerate the learning of complex tasks by exploiting traces of experts.", "Unlike the most common form of imitation learning or behavioral cloning, the authors formulate their solution in the case where the expert’s state trajectory is observable, but the ex...
[ "fact", "fact", "evaluation", "fact", "evaluation", "fact", "fact", "fact", "fact", "evaluation", "fact", "evaluation", "fact", "fact", "fact", "fact", "evaluation", "request", "request", "evaluation", "evaluation", "request", "evaluation", "non-arg", "non-arg", "ev...
ByGPUUYgz
[ "This paper attacks an important problems with an interesting and promising methodology. ", "The authors deal with inference in models of collective behavior, specifically at how to infer the parameters of a mean field game representation of collective behavior. ", "The technique the authors innovate is to spe...
[ "evaluation", "fact", "fact", "evaluation", "evaluation", "evaluation", "evaluation", "evaluation", "evaluation", "evaluation", "evaluation", "fact", "fact", "fact", "fact", "evaluation", "evaluation", "evaluation", "evaluation", "evaluation", "request", "evaluation", "fa...
B1fZIQcxM
[ "The paper is not anonymized.", "In page 2, the first line, the authors revealed [15] is a self-citation", "and [15] is not anonumized in the reference list." ]
[ "evaluation", "fact", "fact" ]
H1asng9lG
[ "This paper introduces a new exploration policy for Reinforcement Learning for agents on the web called \"Workflow Guided Exploration\".", "Workflows are defined through a DSL unique to the domain.", "The paper is clear, very well written, and well-motivated.", "Exploration is still a challenging problem for ...
[ "fact", "fact", "evaluation", "fact", "evaluation", "non-arg", "fact", "evaluation" ]
HkgrJeEgM
[ "This paper studies the question: Why does SGD on deep network is often successful, despite the fact that the objective induces bad local minima?", "The approach in this paper is to study a standard MNN with one hidden layer. ", "They show that in an overparametrized regime, where the number of parameters is lo...
[ "fact", "fact", "fact", "fact", "evaluation", "evaluation", "evaluation", "fact", "fact", "fact", "evaluation", "evaluation", "evaluation", "evaluation", "evaluation", "non-arg", "non-arg" ]
SJs7uYYeM
[ "At the heart of the paper, there is a single idea: to decouple the weight decay from the number of steps taken by the optimization process (the paragraph at the end of page 2 is the key to the paper). ", "This is an important and largely overlooked area of implementation ", "and most off-the-shelf optimization...
[ "fact", "evaluation", "evaluation", "evaluation", "reference", "evaluation", "quote", "fact", "fact", "evaluation", "evaluation", "reference", "fact", "evaluation", "fact", "fact", "fact", "request", "fact", "fact", "reference", "fact", "request", "request", "evaluati...
HkdTXw1bM
[ "The paper takes an interesting approach to solve the existing problems of GAN training, using Coulomb potential for addressing the learning problem. ", "It is also well written with a clear presentation of the motivation of the problems it is trying to address, the background and proves the optimality of the sug...
[ "evaluation", "evaluation", "non-arg", "non-arg", "evaluation", "evaluation", "evaluation", "request", "fact", "request", "evaluation", "request" ]
rycZrCJef
[ "Authors of this paper derived an efficient quantum-inspired learning algorithm based on a hierarchical representation that is known as tree tensor network, which is inspired by the multipartite entanglement renormalization ansatz approach where the tensors in the TN are kept to be unitary during training. ", "So...
[ "fact", "fact", "fact", "evaluation", "fact", "evaluation", "fact", "fact", "evaluation", "request", "evaluation", "evaluation", "request", "request", "request", "request", "evaluation", "evaluation", "request", "fact", "evaluation", "evaluation", "fact", "evaluation", ...
H1PuapUef
[ "*Paper summary* The paper considers GANs from a theoretical point of view. ", "The authors approach GANs from the 3-Wasserstein point of view and provide several insights for a very specific setting. ", "In my point of view, the main novel contribution of the paper is to notice the following fact: (*) It is we...
[ "fact", "fact", "evaluation", "fact", "fact", "fact", "evaluation", "fact", "evaluation", "fact", "evaluation", "evaluation", "evaluation", "evaluation", "evaluation", "evaluation", "fact", "evaluation", "fact", "fact", "fact", "evaluation", "fact", "evaluation", "fac...
rk_xMk8ef
[ "Summary This paper presents a dataset of mathematical equations and applies TreeLSTMs to two tasks: verifying and completing mathematical equations. ", "For these tasks, TreeLSTMs outperform TreeNNs and RNNs. ", "In my opinion, the main contribution of this paper is this potentially useful dataset, as well as ...
[ "fact", "fact", "fact", "evaluation", "evaluation", "evaluation", "fact", "evaluation", "evaluation", "request", "fact", "request", "evaluation", "fact", "fact", "fact", "evaluation", "fact", "fact", "request", "evaluation", "evaluation", "fact", "request", "evaluatio...
Hym3oxKlf
[ "In this paper, the authors have proposed a GAN based method to conduct data augmentation. ", "The cross-class transformations are mapped to a low dimensional latent space using conditional GAN. ", "The paper is technically sound and the novelty is significant. ", "The motivation of the proposed methods is cl...
[ "fact", "fact", "evaluation", "evaluation", "fact", "evaluation", "evaluation", "evaluation", "evaluation", "fact", "evaluation", "request" ]
SJyXoTtlG
[ "This paper introduces a generative approach for 3D point clouds.", "More specifically, two Generative Adversarial approaches are introduced: Raw point cloud GAN, and Latent-space GAN (r-GAN and l-GAN as referred to in the paper).", "In addition, a GMM sampling + GAN decoder approach to generation is also among...
[ "fact", "fact", "fact", "evaluation", "fact", "request", "evaluation", "fact", "request", "reference" ]
HkBIjt2xz
[ "Summary: This paper presents a derivation which links a DNN to recursive application of maximum entropy model fitting. ", "The mathematical notation is unclear, ", "and in one cases the lemmas are circular (i.e. two lemmas each assume the other is correct for their proof). ", "Additionally the main theorem r...
[ "fact", "evaluation", "fact", "fact", "fact", "fact", "fact", "evaluation", "fact", "fact", "fact", "fact", "fact", "fact", "fact", "fact", "fact", "fact", "fact", "evaluation", "fact", "request", "fact", "evaluation", "request", "fact", "evaluation", "evaluatio...
SkWQLvebf
[ "This paper proposes a deep learning (DL) approach (pre-trained CNNs) to the analysis of histopathological images for disease localization.", "It correctly identifies the problem that DL usually requires large image databases to provide competitive results,", "while annotated histopathological data repositories...
[ "fact", "fact", "fact", "fact", "fact", "evaluation", "evaluation", "fact", "evaluation", "evaluation", "evaluation", "request", "request", "request", "evaluation" ]
ry_xOQ5ef
[ "This paper creates adversarial images by imposing a flow field on an image such that the new spatially transformed image fools the classifier. ", "They minimize a total variation loss in addition to the adversarial loss to create perceptually plausible adversarial images, ", "this is claimed to be better than ...
[ "fact", "fact", "fact", "fact", "evaluation", "request", "fact", "evaluation", "fact", "evaluation", "request", "request", "reference", "fact", "evaluation", "evaluation", "non-arg", "evaluation", "fact", "non-arg" ]
r1cIB5Fxf
[ "Paper proposes to use a convolutional network with 3 layers (convolutional + maxpoolong + fully connected layers) to embed time series in a new space such that an Euclidian distance is effective to perform a classification. ", "The algorithm is simple and experiments show that it is effective on a limited benchm...
[ "fact", "evaluation", "request", "fact", "request" ]
B1m1clFlM
[ "This paper presents MAd-RL, a method for decomposition of a single-agent RL problem into a simple sub-problems, and aggregating them back together.", "Specifically, the authors propose a novel local planner - emphatic, and analyze the newly proposed local planner along of two existing ones - egocentric and agnos...
[ "fact", "fact", "fact", "evaluation", "evaluation", "evaluation", "evaluation", "evaluation", "fact", "fact", "fact", "fact", "evaluation", "evaluation", "evaluation", "evaluation", "request", "evaluation", "evaluation", "evaluation", "evaluation", "evaluation", "evaluati...
HJIPOSAbf
[ "The paper develops an interesting approach for solving multi-class classification with softmax loss.", "The key idea is to reformulate the problem as a convex minimization of a \"double-sum\" structure via a simple conjugation trick. ", "SGD is applied to the reformulation: in each step samples a subset of th...
[ "evaluation", "evaluation", "fact", "evaluation", "evaluation", "fact", "evaluation", "evaluation", "fact", "non-arg", "non-arg", "fact", "fact", "fact", "fact", "evaluation", "non-arg" ]
HJecicqxG
[ "In conventional boosting methods, one puts a weight on each sample.", "The wrongly classified samples get large weights such that in the next round those samples will be more likely to get right.", "Thus the learned weak learner at this round will make different mistakes.", "This idea however is difficult to...
[ "fact", "fact", "fact", "evaluation", "fact", "fact", "fact", "fact", "evaluation" ]
rJ9BTHFez
[ "Summary ******* The paper provides a collection of existing results in statistics.", "Comments ******** Page 1: references to Q-learning and Policy-gradients look awkwardly recent, ", "given that these have been around for several decades.", "I dont get what is the novelty in this paper. ", "There is no do...
[ "fact", "evaluation", "fact", "evaluation", "evaluation", "fact", "evaluation", "fact", "fact", "fact", "evaluation", "fact", "fact", "evaluation", "evaluation", "evaluation", "fact", "evaluation" ]
BJ1X3tYgf
[ "The paper treats the interesting problem of long term video prediction in complex video streams. ", "I think the approach of adding more structure to their representation before making longer term prediction is also a reasonable one. ", "Their approach combines an RNN that predicts an encoding of scene and the...
[ "fact", "evaluation", "fact", "fact", "evaluation", "evaluation", "fact", "request", "evaluation", "request", "evaluation", "evaluation", "evaluation", "evaluation", "evaluation", "evaluation", "evaluation", "evaluation", "evaluation", "evaluation", "evaluation", "evaluatio...