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Below is given review of a research paper from cnoference journal. Please write a summary the review.
### Review:
the paper proposes a multiscale feature fusion block and inserts the block into resnet backbones for object detection it is very similar to the inception block in ineceptionnets the only difference is the ... | this submission proposes an approach for fusing representations at multiple scales to improve object detection systems reviewers thought the paper was wellwritten and showed positive results on coco a common object detection benchmark however reviewers agreed that there was not sufficient methodological novelty or empi... |
Below is given review of a research paper from cnoference journal. Please write a summary the review.
### Review:
pros 1 this paper gives a proof of finitetime convergence which is the first paper working on this besides the paper gives corresponding analysis of enas and darts this is a new perspective of nas methods 2... | this is a solid paper providing the first theoretical convergence result for nas and showing promising empirical results the authors proposed gaea method can be combined with different types of weightsharing algorithms darts pcdarts etc and is likely to reduce the impact of the architecture discretization step due to f... |
Below is given review of a research paper from cnoference journal. Please write a summary the review.
### Review:
tiling over whole slide images using small patches which is applied before most deep learning models is considered explicitly in this method to adopt the optimal transport to histopathology slides the met... | all reviewers agree that the paper has value and proposed a fairly novel idea this method is solely applied to digital pathology images and deserves future work but it is interesting for the midl community |
Below is given review of a research paper from cnoference journal. Please write a summary the review.
### Review:
the current work introduces a new approach that speeds up the training process of word embedding models such as word2vec and fasttext on specific hardware the improvements are enumerated as follows code per... | this work describes a series of strategies for optimizing the training speed of word embeddings as in word2vec and fasttext all reviewers appreciate the convincing empirical results which are without a doubt impressive reviewers also mostly agree that speeding up embedding training is important and there is no doubt ... |
Below is given review of a research paper from cnoference journal. Please write a summary the review.
### Review:
this paper focuses on parametrized contextual bandit problems and their analysis via the russovan roy information ratio framework the main contribution is to observe that one can analyze information gain on... | the paper presents an analysis of the bayesian regret of thompson sampling algorithm in contextual bandits under an adversarial context process the authors express the regret as a function of the socalled lifted information ratio this information theoretical quantity is a natural extension of those introduced by russo ... |
Below is given review of a research paper from cnoference journal. Please write a summary the review.
### Review:
this paper explains gnns by identifying important message flows the authors use the concept of shapley value in cooperative game theory and calculate shapley value as the initial assessments of flow importa... | the paper proposes an explanation method based on message flows and shows better performance than the stateoftheart methods the authors addressed most of the reviewers comments but the reviewers are not enthusiastic so i give my evaluation some concerns are shared with reviewers and were not well addressed in the rebu... |
Below is given review of a research paper from cnoference journal. Please write a summary the review.
### Review:
the paper addresses the problem of pac learning a single neuron under the massart noise model for various activation functions including relus the authors show that no efficient statistical query sq algorit... | the paper shows an sq lower bound for learning a single neuron with a known activation function functions that includes the rectifier under massart noise the paper makes a sufficiently novel contribution however i also agree with the various presentation issues made by the two more critical reviews the authors must add... |
Below is given review of a research paper from cnoference journal. Please write a summary the review.
### Review:
this paper uses a structural causal modeling scm framework to define a statistical notion of harm which the authors name counterfactual harm ch the statistical definition extends a philosophical one named t... | all reviewers agreed that this paper should be accepted because of the strong author response during the rebuttal phase specifically the reviewers appreciated the motivation of the paper its clarity and the author clarification of the method its assumptions and scope during the rebuttal authors please carefully revise ... |
Below is given review of a research paper from cnoference journal. Please write a summary the review.
### Review:
summary of the manuscript the manuscript addresses the problem of video recognition one of the applications of computer vision due to various complex temporal dynamics of video data camera motion speed et... | this paper proposes a temporal module for video representation learning which is a combination of temporal attention and temporal convolution the reviewers opinions diverge r2 does not find any major flaws of the paper while r1 expressed concerns in terms of experimental details ablations and missing comparison to the... |
Below is given review of a research paper from cnoference journal. Please write a summary the review.
### Review:
the authors present a generator for constrained cad sketches that can also be used to convert handdrawn line drawings to constrained cad sketches or to autocomplete partial sketches two transformer models a... | the paper describes an approach for automatically generating cad sketches including both the primitives that describe the drawing as well as the constraints that describe relationships between the primitives that need to be maintained even if the primitives are changed this is an important problem that is starting to r... |
Below is given review of a research paper from cnoference journal. Please write a summary the review.
### Review:
the paper suggests a new graph neural network architecture that can be seen as a gradient descent minimization of a learnable energy function the authors use channelmixing matrices with mixed eigenvalues to... | the authors present a graph neural network for heterophilic data using gradient flows the proposed architecture is quite simplelarge sections of the architecture are fully linear dynamical systems rather than neural networks and still achieve roughly sota results on standard graph learning benchmarks there was a signif... |
Below is given review of a research paper from cnoference journal. Please write a summary the review.
### Review:
both the submitted report and the code are well organized and easy to follow the author conducted very detailed analysis on the state of reproducibility and did extensive hyperparameter search they also p... | an interesting contribution to ml reproducibility with some minor improvements that can be made see reviewer ygkrs points notably in terms of separating methods and results and putting salient points from the discussion earlier on in the paper eg in the introduction to make its point and findings clearer |
Below is given review of a research paper from cnoference journal. Please write a summary the review.
### Review:
a viewconsistent loss is designed which is based on pgm the pgm is quite simple to understand 1 i want to know how many branches is good and why dont you use multiple heads eg gat uses multihead 2 in multiv... | the work proposed multiview learning framework that combines diversity and consistency objectives for semisupervised learning while reviewers appreciated that simplicity of the proposed method they raised concerns on the limited contribution on top of the original bayesian cotraining work although authors provided deta... |
Below is given review of a research paper from cnoference journal. Please write a summary the review.
### Review:
the paper introduces a firstorder algorithm for nonconvexnonconcave minmax optimization problems the proposed algorithm terminates in time polynomial in the dimension and smoothness parameters of the loss f... | all reviewers appreciated the main idea in the paper for solving the nonconvexnonconcave minimax problems which is deemed an extremely hard open problem however as r1 also pointed out neither the theoretical nor the experimental results seem particularly strong given that many variations of gda and theoretical understa... |
Below is given review of a research paper from cnoference journal. Please write a summary the review.
### Review:
backdoor attack is becoming increasingly relevant in ml applications this paper introduces a benchmark for backdoor attacks and defenses in the context of nlp models to foster research progress in this area... | this work provides evaluations on serveral backdoor attacks and defenses on nlp data the evaluation can be further improved by discussing related defenses maintaining high quality and clear documentation and discussing the stealthiness of the attacks |
Below is given review of a research paper from cnoference journal. Please write a summary the review.
### Review:
the paper is well written and clearly explained the previous literature is adequately discussed and the experimental results are clear i think that the subject of interclass relationships is a relevant an... | this is a borderline paper while the underlying idea is good and relevcant the authors dont do a very good job of selling it their experiments are performed on a very specific task with limited clinical relevance the reviewers had a number of questions regarding experimental setup which were largely answered in the re... |
Below is given review of a research paper from cnoference journal. Please write a summary the review.
### Review:
this work introduces envpool an opensource software for parallel environment execution envpool aims to speed up the execution time of existing reinforcement learning rl benchmarks which can be a bottleneck ... | i would like to thank the authors for their submission and for addressing the reviewers comments i also want to thank the reviewers for their helpful feedback the paper introduces envpool an opensource system that parallelizes the execution of reinforcement learning workloads on a single node the code is well document... |
Below is given review of a research paper from cnoference journal. Please write a summary the review.
### Review:
the authors propose an approach to explain a given signal xi ie some function of interest such as a 2d image or a probability distribution by learning simple rules that can accurately reconstruct it they de... | this paper has been evaluated by four expert reviewers resulting in two rejections one marginal score and one acceptance recommendation the authors provided rebuttals to the critiques but they did not sway the reviewers assessments the prevailing impression is that the work is interesting but perhaps not yet mature nor... |
Below is given review of a research paper from cnoference journal. Please write a summary the review.
### Review:
the paper presents a whiteness hypothesis test for spatiotemporal graphs the proposed aztest is an extension of traditional tests designed for system identification within graph signals to detect dependenci... | the paper studies the whitness hypothesis test for spatiotemporal graph which is a fundamental problem and can be relevant to many machine learning tasks the authors have done a great job in the rebuttal phase in addressing reviewers comments i believe it is a worthwhile paper to be published in neurips |
Below is given review of a research paper from cnoference journal. Please write a summary the review.
### Review:
in this paper the authors propose mvpn dataset for multiview object classification to combine information from multiple views for multiview object classification their contributions are proposing a realworl... | quality the presented work has strong usecase for multiview object classification with diverse examples for 44 products which are captured in multiple views the proposed dataset is also benchmarked with 4 feature aggregation and 12 soft label methods on the dataset which promotes strong adoption the prop... |
Below is given review of a research paper from cnoference journal. Please write a summary the review.
### Review:
the authors consider the behaviour of networks of artificial recurrent neural networks rnns specifically the stability of rnns of rnns this is achieved using nonlinear control theory specifically to conside... | in this paper the authors propose a socalled rnn of rnns architecture where an assembly of contractively stable rnns can still work collaboratively under contractive stability the authors draw the motivation from neuroscience where multiple brain areas can work simultaneously for complex behaviors conditions are inve... |
Below is given review of a research paper from cnoference journal. Please write a summary the review.
### Review:
the authors present an incremental improvement to previously published approaches by zhao et al and their seed dataset which is currently not available since a link provided in the manuscript lands on an er... | the experimental part of the work has been reported by all reviewers as too limited and not convincing enough at this point this work cannot be endorsed for publication at iclr |
Below is given review of a research paper from cnoference journal. Please write a summary the review.
### Review:
paper summary this paper studies the correspondence between residual networks and iterative algorithms that repeat computations and converge to a solution the authors suggest that residual networks can in... | this work provides evidence against the hypothesis that resnets implement iterative inference or that iterative convergent computation is a good inductive bias to have in these models the reviewers indicate that they think this hypothesis is interesting and relevant to the iclr community but they do not find the curren... |
Below is given review of a research paper from cnoference journal. Please write a summary the review.
### Review:
summary the paper addresses the issue of robustness in cooperative multiagent rl setups where the inclusion at test time of an agent that makes error or is even adversarial can drastically decrease performa... | the paper tackles the interesting area of cooperative multiagent learning and presents a promising method to make mal robust to mistakes of teammates while learning correlated equilibria reviewers find the presented setting and theoretical contributions limited and the experiments not extensive enough also some technic... |
Below is given review of a research paper from cnoference journal. Please write a summary the review.
### Review:
this paper studies the generalization risk of ridge and ridgeless linear regression under gaussian data and gaussian noise settings the limiting bias and variance are described in closedform the analysis le... | the authors analyze linear regression with gaussian covariates in an asymptoptic setting where the number of examples and the number of covariates go to infinity together they identify conditions on the covariance under which multiple descent occurs and conditions under which a regularization removes this effect conc... |
Below is given review of a research paper from cnoference journal. Please write a summary the review.
### Review:
pros the paper tackles an interesting problem of generalization and transfer learning in deep networks they start from a linear network to derive the theory identifying phases in the learning and relating l... | the authors provide a new analysis of generalization in deep linear networks provide new insight through the role of task structure empirical findings are used to cast light on the general case this work seems interesting and worthy of publication |
Below is given review of a research paper from cnoference journal. Please write a summary the review.
### Review:
the paper applies a welldeveloped heuristic search approach to mmap a classic problem of probabilistic inference to an interesting and challenging bioinformatics problem i cannot identify any major weakness... | meta review most reviewers appreciate the contributions of the paper albeit different parts the presentation is still an issue since the paper touches many topics none all of the reviewers were able to appreciate the parts of the paper that went outside their scope for example reviewers with a background on inference... |
Below is given review of a research paper from cnoference journal. Please write a summary the review.
### Review:
summary motivated by the observation that prevalent metrics inception score frechet inception distance used to assess the quality of samples obtained from generative models are gameable due to either the me... | the paper proposes a competition on generative models on a new dataset to study memorization in generative models and propose a new metric memorizationinformed frechet inception distance mifid while this is an important topic reviewers raised multiple issues and concerns regarding 1 the metric definition that it ne... |
Below is given review of a research paper from cnoference journal. Please write a summary the review.
### Review:
this paper presents new identifiability result for nonlinear ica that gets around the need for auxiliary information by leveraging a sparsity assumption on the mixing function while sparsity has been explor... | strong paper with all reviewers arguing for acceptance only minor concerns from the reviewers were on whether the preconditions required for the theorems in the paper were likely to hold in practice this was discussed thoughtfully by the author response including a new appendix section |
Below is given review of a research paper from cnoference journal. Please write a summary the review.
### Review:
this paper introduces an entropic coding method that is able to compress a sentence into a latent space and perform text generation through a uniform sampling from the implicit latent space experiments are ... | the paper proposes an entropic coding approach for sentence embedding reviewers have spent good efforts in reviewing they generally feel the problem is importantinteresting but also found it difficult to understand the paper thus the authors are encouraged to thoroughly revise the paper according to the reviews provi... |
Below is given review of a research paper from cnoference journal. Please write a summary the review.
### Review:
this paper tackles the problem of navigating scenes to find objects which are potentially not included in the training phase to find an unseen object from a scene the proposed model incorporates an external... | the authors propose an approach for visual navigation that leverages a semantic knowledge graph to ground and inform the policy of an rl agent the agent uses a graphnet to learn relationships and support the navigation the empirical protocol is sound and uses best practices and the authors have added additional experim... |
Below is given review of a research paper from cnoference journal. Please write a summary the review.
### Review:
this paper studies federated learning with quantization the problem setting is very standard including both iid and noniid cases this work proposes a new algorithm called lossy fl to save the communication ... | although the reviewers acknowledge some contributions of the paper it has some limitations on both theoretical results and numerical experiments it is still unclear about the effectiveness of the proposed method the authors should consider the following issues for the future submission 1 the justification of tau is n... |
Below is given review of a research paper from cnoference journal. Please write a summary the review.
### Review:
the paper proposes to train exploration policies for contextual bandit problems through imitation learning on synthetic datasets an exploration policy takes the decision of choosing an action on each timest... | this paper provides an interesting strategy for learning to explore by first training on fully supervised data before deploying that policy to an online setting there are some concerns however on the realism and utility of this setting that should be further discussed if the offline data is not related to the contextua... |
Below is given review of a research paper from cnoference journal. Please write a summary the review.
### Review:
summary this paper introduces a novel targeted cleanlabel poisoning attack expected to be more efficient and scalable than current ones the attack is formulated as a bilevel problem which is then solved wit... | the paper presents a scalable data poisoning algorithm for targeted attacks using the idea of designing poisoning patterns which align the gradients of the real objective and the adversarial objective this intuition is supported by theoretical results and the paper presents convincing experimental results about the eff... |
Below is given review of a research paper from cnoference journal. Please write a summary the review.
### Review:
this paper concerns zerothorder hardlabel adversarial attacks on machine learning models and in particular how to strengthen them through leveraging manifold information the core idea is inspired from a ser... | in this work authors study query efficiency in the zerothorder setting of adversarial examples reviewers pointed out several weaknesses in the work they mentioned the paper is not wellorganized and poorly written experiments are not comprehensive and the practical significance of the proposed method is unclear although... |
Below is given review of a research paper from cnoference journal. Please write a summary the review.
### Review:
the paper introduces a new trajectory prediction method it works as a layer on top of an existing forecasting method and creates a graph of agentagent interaction that is used to improve prediction accuracy... | this paper introduces a motion forecasting head that better models interactions between agents for motion forecasting the approach shows significantly improved performance particularly in settings with extensive interaction post rebuttal reviewers all agreed this paper warrants acceptance and commended the good results... |
Below is given review of a research paper from cnoference journal. Please write a summary the review.
### Review:
in this paper the authors propose a novel deep learning framework for the fast prediction of boundaries the boundary is modeled as smooth closed curves with wavelets and multiresolution analysis a ushape mo... | the paper describes an interesting approach to predicting continuous closed surface segmentations from discretized image data using a wavelet output representation this is an interesting idea with a lot of potential unfortunately the paper currently suffers from major weaknesses which we encourage the authors to addres... |
Below is given review of a research paper from cnoference journal. Please write a summary the review.
### Review:
this paper produces a speedup technique spatially sparse inference for the image manipulation method the sige significantly reduces inference time and does not harm the performance of the original network s... | this paper was a close call one reviewer was of the opinion that the paper lacked significant innovations other than fairly obvious sparse processing tricks to make local edits faster this reviewer did not change their opinion borderline reject postrebuttal of the other two reviewers one was at borderline accept and th... |
Below is given review of a research paper from cnoference journal. Please write a summary the review.
### Review:
the paper explores the design challenges of video conferencing for doctor appointments this work combined semistructured interviews with a scenariobased interview to elicit patients comments on their actual... | reviewers acknowledged that the paper is interesting wellwritten wellmotivated and addresses an important problem in an area that is relevant to the hci community it is also methodologically sound they also highlighted the thoroughness of the methodology employed however they also highlighted some issues with the pape... |
Below is given review of a research paper from cnoference journal. Please write a summary the review.
### Review:
this paper proposes a generalization of the hypergraph neural networks using multiset functions this paper proposes a generalization of the hypergraph neural networks using multiset functions instead of doi... | this paper proposes a hypergraph representation learning based on multiset encoding which covers most existing propagation methods for hypergraph neural networks the authors provide theoretical proofs that both cebased and tensorbased propagation rules can be represented as a composition of two multiset functions and ... |
Below is given review of a research paper from cnoference journal. Please write a summary the review.
### Review:
the authors propose a novel neural network architecture that adds a new height dimension through a recursive construction the authors show that their proposed network has better asymptotic error than standa... | the authors propose a new architecture which has superior approximation rates for a given number of parameters this is a very interesting notion that is shown on a simple example to be quite effective the reviewers are supportive of the paper with their main concerns being the added computational cost and the lack of ... |
Below is given review of a research paper from cnoference journal. Please write a summary the review.
### Review:
this paper considers the common setup of pretraining and finetuning paradigm and argues that an endtask aware setting either by multitasking or an additional meta learning that learns the weights between va... | the authors argue in favor of taskaware continued pretraining and demonstrate through experiments that using objectives based on the endtask during continued pretraining help in improving downstream performance the reviewers generally appreciated the motivation the formal treatment of the topic and the thoroughness i... |
Below is given review of a research paper from cnoference journal. Please write a summary the review.
### Review:
the paper proposes a method that increased deit performance by 1 where the proposed method introduces attention to incorporate spatial locality into selfattention heads by doing this paper claims that local... | the paper presents a masking strategy to introduce the locality bias into the vision transformers the experiments show the effectiveness of considering such inductive bias the reviewers agreed on the importance of the research question and the simplicity of the algorithm mait also has a straightforward sparse attention... |
Below is given review of a research paper from cnoference journal. Please write a summary the review.
### Review:
summary the authors take a variational inequality perspective to the study of the saddle point problem that defines a gan by doing so they are able to profit from the corresponding literature and propose a ... | the paper presents a variational inequality perspective on the optimization problem arising in gans convergence of stochastic gradient descent methods averaging and extragradient variants is given under monotonicity or convex assumptions in particular binlinear saddle point problem is carefully studied with batch and s... |
Below is given review of a research paper from cnoference journal. Please write a summary the review.
### Review:
this work aims to identify the source of transfer learning on neural models to this end they set up a series of experiments where models are trained and tested with english data and with scrambled or rando... | this work performs an analysis of the generalization ability of pretrained models under the condition of vocabulary scrambling the paper is well written and easy to understand however a full story and investigation into the cause of the observed transfer under word scrambling is lacking for example do more powerful mod... |
Below is given review of a research paper from cnoference journal. Please write a summary the review.
### Review:
the paper introduces a private and communicationefficient framework for federated learning for communication efficiency the authors use compression and for privacy the authors use local differential privacy... | the paper focuses on two important challenges in federated learning communication efficiency and privacy of the users local data there has been a large body of work studying each of these challenges individually but there are not many prior works which consider both of these challenges simultaneously the paper proposes... |
Below is given review of a research paper from cnoference journal. Please write a summary the review.
### Review:
important formatting of section titles please appropriately number section titles it makes it very hard to refer to sections otherwise the authors address the issue of building robust neural networks by t... | the paper proposes a method to improve adversarial robustness by diversifying the ensemble novelty as pointed out by several reviewers promoting diversity of ensembles has been done in the literature but theres still a moderate novelty in proposing the dml layer empirical validations the original submission lacks m... |
Below is given review of a research paper from cnoference journal. Please write a summary the review.
### Review:
the paper studies two concepts namely layer freezing and data sieving in conjunction with sparse training for dnn architectures the layer freezing methodology is not new but it has been studied for the firs... | the paper provides methods to improve the task of sparse training the reviews agree that the idea is well motivated novel and that the paper brings insights to sparse training that would be of interest to the community the experiments seem quite extensive and show that these methods allow to improve the pareto curve of... |
Below is given review of a research paper from cnoference journal. Please write a summary the review.
### Review:
the authors propose a model and estimator for the contagion effect of treatments applied to a nodes immediate neighbors in a graph structure they control for homophily by conditioning on the nodes graph emb... | this paper introduces a method for causal estimation of peer influence in networks in the presence of a confounding effect of homophily the reviewers agreed that the idea proposed in the paper is novel and wellmotivated and the accompanying theoretical analysis is useful while there were concerns about the lack of exp... |
Below is given review of a research paper from cnoference journal. Please write a summary the review.
### Review:
this paper investigates the problem of computing the robust bellman operator efficiently when the uncertainty set is defined using phidivergence the basic idea is to calculate the robust bellman update via ... | this is a somewhat borderline paper the reviewers were unanimously positive but they all had concerns in reading through the concerns and responses it seems that many though perhaps not all of the concerns could be addressed with additional references and some expository modifications if the paper makes the final cut... |
Below is given review of a research paper from cnoference journal. Please write a summary the review.
### Review:
this paper proposes a distributionally robust logistic regression with mixedtype features optimization method is considered some properties related to complexity analysis were given a number of experiment... | the focus of the submission is distributionally robust logistic regression when the discrepancy used in the ambiguity set is the wasserstein distance and the features are mixed ie they can contain both numerical and categorical variables after showing that the resulting optimization problem 1 with the logloss function ... |
Below is given review of a research paper from cnoference journal. Please write a summary the review.
### Review:
this paper proposes a decompositionbased explanations method for graph neural networks in detail the authors design a subgraph level interpretation algorithm to reveal complex interactions between graph no... | this paper proposes a decompositionbased explanation method for graph neural networks the motivation of this paper is that existing works based on approximation and perturbation suffer from various drawbacks to address the challenges of existing works the authors directly decompose the influence of node groups in the f... |
Below is given review of a research paper from cnoference journal. Please write a summary the review.
### Review:
1 good writing and presentation 2 welldefined technologies 3 convincing math 1 lacks discussions on previous related works 2 some conclusions lack supports 3 empirical studies are too simple 1 this paper pr... | meta review the paper describes an asymmetric version of dqn for partially observable environments this is very interesting work that shows how to use state information at training time while ensuring that states remain hidden at execution time the paper provides very interesting insights and advances the state of th... |
Below is given review of a research paper from cnoference journal. Please write a summary the review.
### Review:
this paper presents policy gradients incorporating the future pgif a novel approach to incorporate future information during training to improve performance of modelfree rl agents that must overcome the cha... | this paper presents a new reinforcement learning algorithm for pomdps that specifically deals with the credit assignment problem the proposed algorithm consists in using at each timestep t of a training trajectory the subsequent future trajectory that starts at time t1 as additional inputs to the policy and value netwo... |
Below is given review of a research paper from cnoference journal. Please write a summary the review.
### Review:
this paper introduces egotaskqa a new benchmark with questions and answers for diagnostic analyses on spatial temporal and causal relationships between entities in goaloriented task videos the dataset is ex... | the reviewers are positive regarding the high level of the contribution of the work for the neurips 2022 track datasets and benchmarks the authors properly addressed all reviewers comments and concerns during the rebuttal period |
Below is given review of a research paper from cnoference journal. Please write a summary the review.
### Review:
affordit is a tool for authoring object component behaviour within vr with this users can select part of a vr object assign an animation behaviour and preview it the tool is a very useful and novel contribu... | despite some issues that will hopefully be largely improved for a cameraready and limitations all three reviewers either tend towards acceptance or outright recommend it i think this has the potential to spark some interesting discussions and future research at the gi conference |
Below is given review of a research paper from cnoference journal. Please write a summary the review.
### Review:
this paper describes an smc algorithm to sample the posterior distribution of latent states pthetaz1tx1t in a latent variable models pthetax1t z1t the authors consider a completely general setting the autho... | this paper explores the use of partial rejection control prc for improved smcbased variational bounds while an unbiased smc variant with prc has been previously introduced by kudlicka et al 2020 this work introduces innovations that can help apply such ideas to variational inference these bounds result in improvements ... |
Below is given review of a research paper from cnoference journal. Please write a summary the review.
### Review:
i think the ideas are of sufficient interest to the community to merit acceptance discussion but i still miss the high resolution samples we got with the glow paper responses to my concerns somewhat addres... | strengths this paper was clearly written contained novel technical insights and had sota results in particular the explanation of the generalized dequantization trick was enlightening and i expect will be useful in this entire family of methods the paper also contained ablation experiments weaknesses the paper wen... |
Below is given review of a research paper from cnoference journal. Please write a summary the review.
### Review:
the paper presents a neural architecture that models a dynamical system by building representations for both individual and collective population dynamics separately the first transformer operates only on i... | this paper introduces the multistage embedded interaction transformer which models individual channels of systems with multiple interacting elements and then models their interactions the approach is applied to simulated systems to recover known interactiondynamics as well as neural datasets revealing transferability ... |
Below is given review of a research paper from cnoference journal. Please write a summary the review.
### Review:
the authors study the fundamental problems with gan training by performing a gradient analysis of the value surface of the optimal discriminator the authors identify several key issues in particular for a... | the paper investigates problems that can arise for a certain version of the dual form of the wasserstein distance which is proved in appendix i while the theoretical analysis seems correct the significance of the distribution is limited by the fact that the specific dual form analysed is not commonly used in other work... |
Below is given review of a research paper from cnoference journal. Please write a summary the review.
### Review:
this paper presents a method for distinguishing learning rules in the brain using data observed via brainmachine interface bmi experiments the attempt to distinguish learning rules is motivated by the wellk... | this paper explores the question of experimentally distinguishing between different hypothesized classes of learning rules in the brain specifically biased supervised learning and unbiased reinforcement learning it derives a metric to distinguish between such learning rules based on changes in neural activity seen duri... |
Below is given review of a research paper from cnoference journal. Please write a summary the review.
### Review:
the authors provide a longtime data created by using honeypots to detect anomalous traffic the characteristics of the data have been studied by using tsne and optimal transport the data is divided into trai... | four out of five reviewers recommend acceptance of the paper with a score of 7 these reviewers praise the quality and importance of the dataset moreover all reviewers acknowledge the quality of the writing the authors have constructively engaged into the discussion with the reviewers and have put a lot of effort into ... |
Below is given review of a research paper from cnoference journal. Please write a summary the review.
### Review:
summary this paper introduces nonsituated and situated ways of encouraging agents to learn to exchange information concisely experiments show that the agents under situated communication can achieve the hi... | reviewers found this work to be novel having interesting experiments and well written we look forward to seeing it at the workshop and discussing different environmental pressures on communication |
Below is given review of a research paper from cnoference journal. Please write a summary the review.
### Review:
this work proposes a new deterministic set sampling mechanism topn topn learns to select the best n points from a trainable reference set unlike the previous set sampling mechanisms such iid sampling firstn... | summary of the paper this work considers the problem of generating sets and graphs conditioned on a latent representation aka oneshot set generation and makes two contributions first it provides sufficient conditions for a learning algorithm to be able to handle permutation equivariance the f l equivariance second i... |
Below is given review of a research paper from cnoference journal. Please write a summary the review.
### Review:
the authors present a framework for creating meaningpreserving adversarial examples and give two methods for such attacks one is based on knn in the word embedding space and another is based on character sw... | this paper present a framework for creating meaningpreserving adversarial examples it then proposes two attacks within this framework one based on knn in the word embedding space and another one based on character swapping overall the goal of constructing such meaningpreserving attacks is very interesting however it ... |
Below is given review of a research paper from cnoference journal. Please write a summary the review.
### Review:
this manuscript presents a generalpurpose technique to improve gnn expressivity dubbed as gnnak that replaces the conventional neighbourhoodstarlike aggregation multiset of neighbour embeddings with an egon... | in standard messagepassing gnns mpnns one step at any node u involves receiving stateembedding information from all of us neighbors and then updating us state as a function of these messages and of us own current state thus the communication pattern at every step is that of a star topology a graph with u at its center ... |
Below is given review of a research paper from cnoference journal. Please write a summary the review.
### Review:
to deal with the efficiency and scalability issues in current rl approaches for maxcut problem this paper proposes a new method called ecord based on munchausen dqns exploration with gnn precomputed embeddi... | the paper proposes an efficient rlbased approach for solving the weighted maximum cut problem the proposed approach shares highlevel insights with prior work such as ecodqn barrett et al and s2vdqn the key contribution is to demonstrate that the proposed cheap action decoding and stochastic policy strategy can improve ... |
Below is given review of a research paper from cnoference journal. Please write a summary the review.
### Review:
the authors use rpo shulman et al 2015 to transform nondifferentiable operations in faster rcnn such as nns roipool map to stochastic but differentiable operations they cast faster rcnn as a scg which can b... | the work proposes a method for smoothing a nondifferentiable machine learning pipeline such as the fasterrcnn detector using policy gradient unfortunately the reviewers identified a number of critical issues including no significant improvement beyond existing works the authors did not provide a rebuttal for these crit... |
Below is given review of a research paper from cnoference journal. Please write a summary the review.
### Review:
the paper extends vision transformers and proposes visuotactile transformer to perform modality fusion and demonstrate the effectiveness of the proposed architecture on four simulated robot tasks and one re... | this work investigated the multimodal fusion of visuotactile sensory data with transformerbased model architectures their approach used self and crossattention mechanisms in transformers to build latent heat map representations and applied the learned representations for manipulation tasks in simulation and on real har... |
Below is given review of a research paper from cnoference journal. Please write a summary the review.
### Review:
the paper proposes to utilize the finegrained alignment between visual tokens and text tokens in the contrastive loss for languageimage pertaining more specifically the similarities between images and capti... | the focus on this papers proposed filip method is to perform wordpatch alignment by tokenwise similarity matrix through crossmodal late interaction by modifying only contrastive loss leading to training and inference efficiency the authors also collected filip300m a largescale cleaned image captioning dataset for filip... |
Below is given review of a research paper from cnoference journal. Please write a summary the review.
### Review:
the paper proposes a backdoorresilient federated learning method to defend the backdoor attack of poisoning the models their method consists of the dynamic clustering adaptive clipping and noise adding ther... | the paper makes an attempt towards byzantine resilient federated learning in the pressneece of backdoor attacks the method presented combines a clustering step with a poison elimination step and seems to be effective against a range of current attacks both steps are a bit ad hoc in nature and do not come with prova... |
Below is given review of a research paper from cnoference journal. Please write a summary the review.
### Review:
the authors propose a novel strategy for representing aleatoric uncertainty in classification problems they connect their method to the use of cold posteriors and data augmentation and empirically demonstra... | this paper studies bayesian neural networks and tempered posteriors and study the link between data augmentation and cold posteriors overall after the rebuttal and discussion all reviewers unanimously agreed to accept the paper reviewers appreciated the exploration of the link between data augmentation and the cold pos... |
Below is given review of a research paper from cnoference journal. Please write a summary the review.
### Review:
this paper presents tight lower bounds on differentially private erm a wellstudied topic in the dp literature it obtains tight bounds for both the constrained and unconstrained settings the exact quantitati... | this paper gives sample complexity lower bounds for differentially private empirical risk minimization erm while the reviewers agreed that the results are nontrivial the general consensus was that the proofs are tweaks of previously developed techniques and that the main result is actually new in a rather narrow settin... |
Below is given review of a research paper from cnoference journal. Please write a summary the review.
### Review:
this paper proposed a set of datasets for long range graph learning the datasets include sufficient samples and detailed construction steps the evaluation supports the claim that the tasks requires long ran... | in this paper the authors present a benchmark for longrange graph learning all reviewers found this to be wellmotivated and appreciate that this work provides a diverse suite of tasks and covers a range of graph properties during the discussion period the authors further clarified several reviewers comments the feedba... |
Below is given review of a research paper from cnoference journal. Please write a summary the review.
### Review:
summary the paper provides an interesting extension to the convergent cross mapping methods it proposes a latent process model to learn the directions of causal mechanisms from time series observed at irr... | this paper is concerned with finding causal relations from temporal processes and extends the convergent cross mapping ccm method it focuses on finding information of chaotic dynamical systems from short noisy and sporadic time series and the idea of using the latent space of neural odes to replace the delay embedding... |
Below is given review of a research paper from cnoference journal. Please write a summary the review.
### Review:
summary this paper studies the gradient norm as a measure of generalization in deep learning the authors first an approximation to the gradient norm gn that is the norm of the gradients for only fully conne... | dear authors thank you for your submission the reviewers all appreciated the direction of research and the message that gn can be a bad measure of generalization that said they all shared concerns regarding the strength of the conclusions that can be drawn from your work i encourage you to address their comments and ... |
Below is given review of a research paper from cnoference journal. Please write a summary the review.
### Review:
this paper proposes integrated gradient regularizer igr for attribution protection incorporating igr is to combine a standard adversarial loss function with a similarity function measuring the difference be... | reviewers all find this paper presenting both good theoretical findings and empirical results for an important problem feature attribution robustness the approaches authors used in connecting the relationship between kendalls rank correlation and cosine similarity as well as the geometric perspectives are well received... |
Below is given review of a research paper from cnoference journal. Please write a summary the review.
### Review:
this paper proposed an effective and scalable algorithm to train the graph neural network their method leverages the framework of graphon neural networks to enlarge the training size of gnn during the train... | this paper proposes a scalable learning method for gnn that gradually increases the training data size by randomly adding vertexes generated from a graphon theoretical justification to the proposed method is given that bounds the difference between the gradients on the sampled network and on the graphon a numerical exp... |
Below is given review of a research paper from cnoference journal. Please write a summary the review.
### Review:
the authors propose a new method for the selfsupervised localization of sounding objects in image the paper focus on two important limitations of current methodologies 1 they do not handle well sample with ... | the authors seem to have addressed most if not all of the reviewers recommendations leading to a much improved paper compared to the initial manuscript the updated scores from the reviewers reflect the major improvements and therefore i recommend this paper be accepted in its updated form |
Below is given review of a research paper from cnoference journal. Please write a summary the review.
### Review:
inspired by the moma dataset and the activity parsing task in prior works this paper moves one step further to incorporate videolanguage models with activity parsing it proposes 1 activity graphs as a unifi... | the work is of a high quality but the reviewers have struggled to understand certain aspects of the documentation and source code in the first version the authors have worked to provide an improved version but unfortunately only one reviewer engaged in reevaluating the work however theres always been the question of w... |
Below is given review of a research paper from cnoference journal. Please write a summary the review.
### Review:
this paper proposes an way to incorporate task information into multitask learning mtl the hope is that more explicit knowledge of task information will improve mtl especially in cases where the model seems... | this paper proposes an approach for improving multitasklearning by providing a way of incorporating task specific information pros 1 all reviewers agreed that the paper is clearly written 2 interesting to see a single model for ast sts speechtospeech translation and mt cons 1 the work is not adequately compared with... |
Below is given review of a research paper from cnoference journal. Please write a summary the review.
### Review:
the premise of the paper is that example train instances with the corresponding label can be an effective explanation of the models prediction rather than posthoc explanation which is not deterministic the ... | the authors propose a methodprototrexthat incorporates prototype networks into text classification architectures to facilitate model explanations via presentation of similar training examples there was agreement that the direction here is promising and the work contains some nice ideas and a good initial set of evaluat... |
Below is given review of a research paper from cnoference journal. Please write a summary the review.
### Review:
this paper studies memorization capacity of deep relu networks for arbitrary n data points in a ball of size r satisfying minimum separation delta the authors show that there exists a relu network of consta... | this paper studies the memorization power of relu neural networks and obtains sharp bounds in terms of parameters the writing is very clear and the results very interesting |
Below is given review of a research paper from cnoference journal. Please write a summary the review.
### Review:
this paper presents lepiszcze a multitask benchmark for evaluating neural models polish language understanding abilities the benchmark includes five datasets from the klej benchmark released two years ago a... | this work is about a multitask benchmark for evaluating polish nlu called lepiszcze this curates 5 datasets from an existing benchmark and adds eight more with a bit of reusage there are a variety of domains and tasks covered the authors conduct various experiments on the benchmark to evaluate performance of monolingua... |
Below is given review of a research paper from cnoference journal. Please write a summary the review.
### Review:
the authors present a new method for finding robust policies in reinforcement learning those policies which give high rewards but also come from a diversity of behaviours the authors accomplish this by usin... | this paper introduces a novel qualitydiversity algorithm evolutionary diversity optimization with clusteringbased selection edocs and applies it to reinforcement learning a bandit approach ucb is used to select which cluster to sample parents from the qd algorithm can be evaluated on its own outside of the rl context a... |
Below is given review of a research paper from cnoference journal. Please write a summary the review.
### Review:
the paper is about imitation learning and it particular it considers the task of replicating the style of behaviours the authors propose a novel framework called style behavioural cloning that can learn the... | all reviewers suggested rejection of the paper this is based on concerns regarding novelty of results clarity of presentation simplicity of conducted experiments and missing ablation studies and several other points raised in the reviews the authors also did not submit a rebuttal hence i am recommending rejection of th... |
Below is given review of a research paper from cnoference journal. Please write a summary the review.
### Review:
this paper proposes and studies a model of learningaugmented online algorithms where future predictions are varepsilonaccurate but do not necessarily have low error an varepsilonaccurate prediction is an ac... | this paper is part of a recent line of work that augments algorithms with ml predictions it introduces an interesting new model where the quality of a prediction is measured by its accuracy instead of its error and gives strong competitive ratios for the online problems of caching and covering augmented with such predi... |
Below is given review of a research paper from cnoference journal. Please write a summary the review.
### Review:
the paper evaluates the connection between out of distribution ood accuracy of a learning model and its privacy protection they use membership inference mi success rate as a metric to evaluate how much priv... | motivated by the connections between privacy and generalization this paper studies the correlation between mi attack accuracy and ood accuracy on synthetic and realworld datasets it shows that the measurements are not always correlated i found the connection between the motivation and actual measurements performed in t... |
Below is given review of a research paper from cnoference journal. Please write a summary the review.
### Review:
this paper makes some analysis on the convergence behaviors of sgd with label smoothing in deep learning further a twostage label smoothing algorithm is proposed to improve the convergence experiments are c... | the authors proposed a twostage algorithm for exploiting label smoothing and provided some analysis based on how label smoothing may have reduced the variance in the stochastic gradient while the authors provided substantial experiments to justify their work with additional ones during the response stage none of the re... |
Below is given review of a research paper from cnoference journal. Please write a summary the review.
### Review:
in this paper the authors proposed the pruning method with lowfrequency for vits the metrics named lowfrequency sensitivity for channel pruning and lowfrequency energy for token pruning are proposed where t... | the authors present a method to improve vit efficiency by pruning channels and tokens using a selection mechanism that emphasizes low spatial frequency information in particular they propose two measures low frequency sensitivity lfs and low frequency energy lfe 1 lfs comprises two parts eq 3 the contribution between ... |
Below is given review of a research paper from cnoference journal. Please write a summary the review.
### Review:
the paper proposes an endtoend training for legged locomotion in significantly uneven terrains the end policy is a recurrent network that uses depth camera images and trained in simulation to overcome diffe... | the paper proposes a learningbased approach for achieving legged locomotion in challenging terrains using onboard sensors strengths the proposed learning method seems to be novel and effective the paper shows an impressive demo of stepping stones on hardware the paper is well written and easy to follow weaknesses ... |
Below is given review of a research paper from cnoference journal. Please write a summary the review.
### Review:
in this work the authors extend the dabs benchmark 1 to include five more datasets the new datasets are carefully chosen to cover a variety of underserved domains i bacterial genomics ii semiconductor wafe... | dabs 20 extension of dabs to include five more datasets and serves as benchmark for selfsupervised representation learning the new datasets cover new domains such as genomics industrial images biology satellite imagery etc in addition two new selfsupervised learning methods are evaluated and their robustness to domains... |
Below is given review of a research paper from cnoference journal. Please write a summary the review.
### Review:
this paper introduced inflation 2d cnn kernel to 3d one by repeating on the 3rd axis to transform a 2d image pretrain backbone into a 3d version so that 3d point cloud task can be benefit from 2d image pret... | this paper proposes to transfer the imagepretrained model to a point cloud model by inflating 2d convolutional filters to 3d convolutional filters and finetuning the inflated imagepretrained model so that 3d point cloud tasks can benefit from 2d image pretraining extensive experiments are conducted to validate the effe... |
Below is given review of a research paper from cnoference journal. Please write a summary the review.
### Review:
this paper proposes three new metrics for assessing performance of multistep text entry methods the work has interesting potential for application in this domain and multistep entry methods are important pa... | this paper introduces metrics for assessing the performance of constructive and chorded input processes the reviewers agree that the work has potential for applications in the text entry and accessibility domain r1 would like a clear reflection on the limitations of the validation approach and how prior work has vali... |
Below is given review of a research paper from cnoference journal. Please write a summary the review.
### Review:
this paper proposes a new gnn explanation method called graph structureaware explanation gstarx based on hn value from the cooperative game theory and claims it is able to leverage the critical graph struc... | the paper considered the task of identifying the most important subgraph and constituent nodes for graphlevel predictions it argued that the popular shapley value is nonideal since its not structureaware it then proposed a structureaware method a scoring function based on the hn value from the cooperative game theory e... |
Below is given review of a research paper from cnoference journal. Please write a summary the review.
### Review:
this paper studies the embedding compression problem related to gnns and graph representation a twostage method is proposed to generate the compressed embeddings firstly it encodes each node into its compos... | this paper studies the embedding compression problem related to gnns and graph representation a twostage method is proposed to generate the compressed embeddings firstly it encodes each node into its composite code with hashing secondly it uses a mlp module to decode the embedding for the node experiments are performed... |
Below is given review of a research paper from cnoference journal. Please write a summary the review.
### Review:
this paper proposes to use a message passing neural network to predict solutions of both linear and nonlinear pdes the proposed method uses domain invariant features with graph based method for representing... | thank you for your submission to iclr while all reviewers felt that there were some interesting aspects to the proposed work the consensus was also that the work didnt properly situate itself within the existing literature on related methods in particular i agree with reviewer klfd that a numerical comparison to pfaf... |
Below is given review of a research paper from cnoference journal. Please write a summary the review.
### Review:
this paper presents an algorithm for skill based model based rl where the model is not learned as a mapping from state and action to next state but over outcomes of performing skills the model is learned wi... | a method is proposed for skill based model based rl rather than learning a mapping of the discretetime dynamics the outcomes of performing skills are learned learning of downstream tasks is then demonstrated along with ablation studies the four reviews currently have mixed opinions weak accept x2 weak reject x2 in f... |
Below is given review of a research paper from cnoference journal. Please write a summary the review.
### Review:
the authors consider the problem of covariate shift in recent adaptive curriculum learning methods they propose to address this by changing how the adversarial approach interacts with aleatoric stochastic p... | the paper tackles the problem of covariate shift in adaptive curriculum learning unfortunately the paper lacks clarity and the experiments are insufficient the author response clarified the notation and corrected many typos however the paper remains conceptually unclear as pointed out by the reviewers hence this wor... |
Below is given review of a research paper from cnoference journal. Please write a summary the review.
### Review:
summary this paper discussed an incremental improvement over the random walk based model for sentence embedding conclusion this paper is not ready for publication very poor written and well below the bar o... | the paper is poorly written and below the bar of iclr the paper could be improved with better exposition and stronger experiment results or clearer exposition of the experimental results |
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