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TransformerGAN: Symbolic music generation using a learned

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Author: openj-gate.com ~ Tags: assets.amazon.science ~ Date: 2023/01/23

We highlight a few additional tricks that helped us train on long sequences 2 TransformerGAN Given a music sequence xr from the the unknown data distribution  - Information from assets.amazon.science

Information accuracy 100%
Read more from assets.amazon.science information was found here: https://assets.amazon.science/fd/f5/bd16f12f43d5a5b3372df74b19f5/transformer-gan-symbolic-music-generation-using-a-learned-loss.pdf

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Two Decades of Recommender Systems at Amazoncom

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Author: openj-gate.com ~ Tags: assets.amazon.science ~ Date: 2023/01/23

IEEE Internet Computing article has faced many challenges and seen much development over the years Here we describe some of the updates improve - Information from assets.amazon.science

Information accuracy 100%
Read more from assets.amazon.science information was found here: https://assets.amazon.science/76/9e/7eac89c14a838746e91dde0a5e9f/two-decades-of-recommender-systems-at-amazon.pdf

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Video Contrastive Learning with Global Context Amazon

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Author: openj-gate.com ~ Tags: assets.amazon.science ~ Date: 2023/01/23

j )) At this point the problem is formulated as a (N+1)way classifi cation task and can be optimized by InfoNCE loss [47] as LNCE(q p N−) − log - Information from assets.amazon.science

Information accuracy 100%
Read more from assets.amazon.science information was found here: https://assets.amazon.science/03/24/bf8cc95c40fb999cf31816d2c375/video-contrastive-learning-with-global-context.pdf

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Crosslingual Alignment Methods for Multilingual BERT

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Author: openj-gate.com ~ Tags: assets.amazon.science ~ Date: 2023/01/23

Multilingual BERT (mBERT) (Devlin et al 2019) is the BERT architecture trained on data from 104 languages where all languages are embedded in the - Information from assets.amazon.science

Information accuracy 100%
Read more from assets.amazon.science information was found here: https://assets.amazon.science/8c/8e/806364b240f88f091609382a62ab/cross-lingual-alignment-methods-for-multilingual-bert-a-comparative-study.pdf

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A Selfsupervised Model for Speech Representation Learning

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Author: openj-gate.com ~ Tags: assets.amazon.science ~ Date: 2023/01/23

Wav2vec C introduces a novel representation learning tech RNNT [18 19 20] ASR models are widely used for deploy able endtoend speech recognition  - Information from assets.amazon.science

Information accuracy 100%
Read more from assets.amazon.science information was found here: https://assets.amazon.science/80/3b/4237e6ea4533acb9b96eda420ee5/wav2vec-c-a-self-supervised-model-for-speech-representation-learning.pdf

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Structured Variationally Autoencoded Optimization Amazon

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Author: openj-gate.com ~ Tags: assets.amazon.science ~ Date: 2023/01/23

erating Variational autoencoder (SGVAE) We de scribe and used it in the context of mapping kernel combinations produced by a contextfree grammar into - Information from assets.amazon.science

Information accuracy 100%
Read more from assets.amazon.science information was found here: https://assets.amazon.science/92/84/597ee2e7493cab02ec8a25cc02ff/structured-variational-auto-encoded-optimization..pdf

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Continual Learning in Practice Amazon Science

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Author: openj-gate.com ~ Tags: assets.amazon.science ~ Date: 2023/01/23

The principle characteristic of a ML system is that it is datadriven Given these we can learn the (locally) optimal policy: the best action to take  - Information from assets.amazon.science

Information accuracy 100%
Read more from assets.amazon.science information was found here: https://assets.amazon.science/8e/63/5bfdb1bb419491ba26ce3b219369/continual-learning-in-practice.pdf

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A simple transferlearning extension of Hyperband Amazon

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Author: openj-gate.com ~ Tags: assets.amazon.science ~ Date: 2023/01/23

Hyperband [1] has become a popular method to tune the hyperparameters (HPs) of expensive machine learning models whose performance depends on the amount - Information from assets.amazon.science

Information accuracy 100%
Read more from assets.amazon.science information was found here: https://assets.amazon.science/32/28/c0db3ecc45c199af2c37da3a2ec6/a-simple-transfer-learning-extension-of-hyperband.pdf

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Leveraging Hierarchical Representations for Preserving

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Author: openj-gate.com ~ Tags: assets.amazon.science ~ Date: 2023/01/23

stores for training machine learning models and supporting data driven decisions there were existing artifacts such as the Poincaré embeddings - Information from assets.amazon.science

Information accuracy 100%
Read more from assets.amazon.science information was found here: https://assets.amazon.science/3c/55/21531bd14cbbb0c27738e778a656/leveraging-hierarchical-representations-for-preserving-privacy-and-utility-in-text.pdf

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Neural Machine Translation For Paraphrase Generation

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Author: openj-gate.com ~ Tags: assets.amazon.science ~ Date: 2023/01/23

Our approach consists of machine translation (MT) inspired encoderdecoder deep recurrent neural network We evaluate our model on the impact it has on ASK  - Information from assets.amazon.science

Information accuracy 100%
Read more from assets.amazon.science information was found here: https://assets.amazon.science/13/49/d79d07d74aa295c6f03b6f122809/neural-machine-translation-for-paraphrase-generation.pdf

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Towards Good Practices in Selfsupervised Representation

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Author: openj-gate.com ~ Tags: assets.amazon.science ~ Date: 2023/01/23

Unsupervised Feature Learning via Non Parametric Instancelevel Discrimination In CVPR 2018 [14] Oord A v d Y Li O Vinyals Representation learning  - Information from assets.amazon.science

Information accuracy 100%
Read more from assets.amazon.science information was found here: https://assets.amazon.science/f8/bb/520157fc4679984721dea85cc690/towards-good-practices-in-self-supervised-representation-learning.pdf

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enhancingaudioaugmentationmethodswithconsistency

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Author: openj-gate.com ~ Tags: assets.amazon.science ~ Date: 2023/01/23

training deep neural networks is to use data augmentation as it [13] but for unsupervised learning of nonaudio tasks - Information from assets.amazon.science

Information accuracy 100%
Read more from assets.amazon.science information was found here: https://assets.amazon.science/1e/eb/2de4057c4a74811168e15fc73648/enhancing-audio-augmentation-methods-with-consistency-learning.pdf

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COVID19 Knowledge Graph: Accelerating Information

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Author: openj-gate.com ~ Tags: assets.amazon.science ~ Date: 2023/01/23

schema of the data and then enriched with biomedical entity information extracted from the link prediction analysis by extracting graph embeddings - Information from assets.amazon.science

Information accuracy 100%
Read more from assets.amazon.science information was found here: https://assets.amazon.science/cf/cc/4e0ab7f04cffba3bea1e1feb9cc3/covid-19-knowledge-graph-accelerating-information-retrieval-and-discovery-for-scientific-literature.pdf

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Contrastive Document Representation Learning with Graph

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Author: openj-gate.com ~ Tags: assets.amazon.science ~ Date: 2023/01/23

our graph document model we design a sim of our approaches in document classification theart transformer models that handle long text input5 - Information from assets.amazon.science

Information accuracy 100%
Read more from assets.amazon.science information was found here: https://assets.amazon.science/9f/fc/c68e9ca744468947a4049fb2a1f3/contrastive-document-representation-learning-with-graph-attention-networks.pdf

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A simple transferlearning extension of Hyperband Amazon

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Author: openj-gate.com ~ Tags: assets.amazon.science ~ Date: 2023/01/23

Hyperband [1] has become a popular method to tune the hyperparameters (HPs) of combining random search to a successive halving technique to reallocate  - Information from assets.amazon.science

Information accuracy 100%
Read more from assets.amazon.science information was found here: https://assets.amazon.science/32/28/c0db3ecc45c199af2c37da3a2ec6/a-simple-transfer-learning-extension-of-hyperband.pdf

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DISENTANGLEMENT FOR AUDIOVISUAL EMOTION

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Author: openj-gate.com ~ Tags: assets.amazon.science ~ Date: 2023/01/23

manifested through speech and facial expressions each providing tional states we colearn identity representations with an emotion - Information from assets.amazon.science

Information accuracy 100%
Read more from assets.amazon.science information was found here: https://assets.amazon.science/ca/05/ab48a1d34b82b201bbba9739dd1d/disentanglement-for-autiovisual-emotion-recognition-using-multitask-setup.pdf

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ReStGAN: A step towards visually guided shopper experience

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Author: openj-gate.com ~ Tags: assets.amazon.science ~ Date: 2023/01/23

ception scoregender and 86% reduction in FID score (lower is better) over the traditional losses for the negative pairs in the matchingaware discrim - Information from assets.amazon.science

Information accuracy 100%
Read more from assets.amazon.science information was found here: https://assets.amazon.science/4c/76/5830542547b7a11089ce3af943b4/scipub-972.pdf

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Detecting and Correcting for Label Shift with Black Box

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Author: openj-gate.com ~ Tags: assets.amazon.science ~ Date: 2023/01/23

Abstract Faced with distribution shift between training and test set we wish to detect and quantify the shift and to correct our classifiers without test  - Information from assets.amazon.science

Information accuracy 100%
Read more from assets.amazon.science information was found here: https://assets.amazon.science/53/21/14143d6c4ecbb9b1ccdbd71162bd/detecting-and-correcting-for-label-shift-with-black-box-predictors.pdf

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fewshotqaaframeworkforfewshotlearningofquestion

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Author: openj-gate.com ~ Tags: assets.amazon.science ~ Date: 2023/01/23

Similarly it would require knowing the answer length in advance to have SpanBERT predict multimasked tokens Given that their pretraining objectives  - Information from assets.amazon.science

Information accuracy 100%
Read more from assets.amazon.science information was found here: https://assets.amazon.science/06/64/129e345449c49f17536196ff753a/fewshotqa-a-framework-for-few-shot-learning-of-question-answering-tasks-using-pre-trained-text-to-text-models.pdf

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dualreaderparseronhybridtextualandtabularevidencefor

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Author: openj-gate.com ~ Tags: assets.amazon.science ~ Date: 2023/01/23

for Open Domain Question Answering Alexander Hanbo Li Patrick Ng Peng Xu Henghui Zhu Zhiguo Wang Bing Xiang AWS AI Labs Amazon - Information from assets.amazon.science

Information accuracy 100%
Read more from assets.amazon.science information was found here: https://assets.amazon.science/09/2b/7acf41f24c998cd3c2361681e9db/dual-reader-parser-on-hybrid-textual-and-tabular-evidence-for-open-domain-question-answering.pdf

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Learning Deep Fair Graph Neural Networks Amazon Science

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Author: openj-gate.com ~ Tags: assets.amazon.science ~ Date: 2023/01/23

One way to reach this goal is to learn a data representation that is expressive enough to describe the data and fair enough to remove the possibility to - Information from assets.amazon.science

Information accuracy 100%
Read more from assets.amazon.science information was found here: https://assets.amazon.science/91/4a/961fa73d4437a54edcac4ab47ec7/learning-deep-fair-graph-neural-networks.pdf

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A Systematic Study of Model Distillation Methods in Natural

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Author: openj-gate.com ~ Tags: assets.amazon.science ~ Date: 2023/01/23

“BoolQ”(Wang et al 2019a) predicted strate gies achieve 1002 distillation ratios (fraction official GLUE leaderboard to obtain test set results - Information from assets.amazon.science

Information accuracy 100%
Read more from assets.amazon.science information was found here: https://assets.amazon.science/c4/8e/fa45ceed4fbb871eef205c9fa8f0/distiller-a-systematic-study-of-model-distillation-methods-in-natural-language-processing.pdf

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Regularized Graph Convolutional Networks for Short Text

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Author: openj-gate.com ~ Tags: assets.amazon.science ~ Date: 2023/01/23

Regularized Graph Convolutional Networks for Short Text Classification Kshitij Tayal University of Minnesota CharCNN: Characterlevel CNNs as proposed - Information from assets.amazon.science

Information accuracy 100%
Read more from assets.amazon.science information was found here: https://assets.amazon.science/d1/db/923604f94d51abb863f94314da0d/regularized-graph-convolutional-networks-for-short-text-classification.pdf

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Towards Good Practices in Selfsupervised Representation

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Author: openj-gate.com ~ Tags: assets.amazon.science ~ Date: 2023/01/23

Selfsupervised representation learning has seen remarkable progress in the last few Momentum Contrast for Unsupervised Visual Representation Learning - Information from assets.amazon.science

Information accuracy 100%
Read more from assets.amazon.science information was found here: https://assets.amazon.science/f8/bb/520157fc4679984721dea85cc690/towards-good-practices-in-self-supervised-representation-learning.pdf

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using vaes and normalizing flows for oneshot texttospeech

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Author: openj-gate.com ~ Tags: assets.amazon.science ~ Date: 2023/01/23

Specifically we enhance the disentangle ment capabilities of a stateoftheart sequencetosequence based system with a Variational AutoEncoder (VAE) and a - Information from assets.amazon.science

Information accuracy 100%
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META QLEARNING Amazon Science

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Author: openj-gate.com ~ Tags: assets.amazon.science ~ Date: 2023/01/23

Rl2 : Fast reinforcement learning via slow reinforcement learning arXiv:161102779 2016 Miroslav Dudık John Langford and Lihong Li - Information from assets.amazon.science

Information accuracy 100%
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Tabular Data Concept Type Detection Using StarTransformers

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Author: openj-gate.com ~ Tags: assets.amazon.science ~ Date: 2023/01/23

paper we focus on learningbased approaches for column concept type detection without relying on TaBERT represents each cell by the column name column - Information from assets.amazon.science

Information accuracy 100%
Read more from assets.amazon.science information was found here: https://assets.amazon.science/80/73/db622f0344878705986e0a99dc1f/tabular-data-concept-type-detection-using-star-transformers.pdf

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Towards Good Practices in Selfsupervised Representation

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Author: openj-gate.com ~ Tags: assets.amazon.science ~ Date: 2023/01/23

Discriminative Unsupervised Feature Learning with Convolutional Neural Networks In NeurIPS 2014 [13] Wu Z Y Xiong S Yu et al Unsupervised Feature - Information from assets.amazon.science

Information accuracy 100%
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Collaborative Deep Denoising Autoencoder Framework for

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Author: openj-gate.com ~ Tags: assets.amazon.science ~ Date: 2023/01/23

Recently deep learningbased recommender systems have been actively investigated [9][10] where each user and item features are combined (or averaged  - Information from assets.amazon.science

Information accuracy 100%
Read more from assets.amazon.science information was found here: https://assets.amazon.science/8b/0b/849c96bb44e4916cd98a952dfc41/collaborative-denoising-auto-encoders-for-top-n-recommender-systems.pdf

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Collaborative Deep Denoising Autoencoder Framework for

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Author: openj-gate.com ~ Tags: assets.amazon.science ~ Date: 2023/01/23

Different from existing matrix factorization and deep learning approaches this framework combines autoencoder collaborative filtering and embedded  - Information from assets.amazon.science

Information accuracy 100%
Read more from assets.amazon.science information was found here: https://assets.amazon.science/8b/0b/849c96bb44e4916cd98a952dfc41/collaborative-denoising-auto-encoders-for-top-n-recommender-systems.pdf

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Discriminative Representation Loss (DRL) for Continual

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Author: openj-gate.com ~ Tags: assets.amazon.science ~ Date: 2023/01/23

The use of episodic memories in continual learning is an efficient way to prevent the phenomenon of catastrophic for getting - Information from assets.amazon.science

Information accuracy 100%
Read more from assets.amazon.science information was found here: https://assets.amazon.science/b8/5f/c6626a034378b0043efe00a1f40a/discriminative-representation-loss-drl-for-continual-learning-a-solution-for-clvision-challenge.pdf

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Short Text Classification using Graph Convolutional Network

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Author: openj-gate.com ~ Tags: assets.amazon.science ~ Date: 2023/01/23

33rd Conference on Neural Information Processing Systems (NeurIPS 2019) Vancouver Canada Page 2 • Product Title Classification (PTC): classifying billions  - Information from assets.amazon.science

Information accuracy 100%
Read more from assets.amazon.science information was found here: https://assets.amazon.science/07/e9/9fcb49fa445084ee578a414891d2/short-text-classification-using-graph-convolutional-network.pdf

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Tabular Data Concept Type Detection Using StarTransformers

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Author: openj-gate.com ~ Tags: assets.amazon.science ~ Date: 2023/01/23

TaBERT represents each cell by the column name column We finetune TaBERT for the table column 3https://githubcom/facebookresearch/TaBERT - Information from assets.amazon.science

Information accuracy 100%
Read more from assets.amazon.science information was found here: https://assets.amazon.science/80/73/db622f0344878705986e0a99dc1f/tabular-data-concept-type-detection-using-star-transformers.pdf

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