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Value-aware Approximate Attention
Following the success of dot-product attention in Transformers, numerous...
03/17/2021 ∙ by Ankit Gupta, et al. ∙
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Stochastic filters based on hybrid approximations of multiscale stochastic reaction networks
We consider the problem of estimating the dynamic latent states of an in...
08/26/2020 ∙ by Zhou Fang, et al. ∙
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DART: Open-Domain Structured Data Record to Text Generation
We introduce DART, a large dataset for open-domain structured data recor...
07/06/2020 ∙ by Dragomir Radev, et al. ∙
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GMAT: Global Memory Augmentation for Transformers
Transformer-based models have become ubiquitous in natural language proc...
06/05/2020 ∙ by Jonathan Berant, et al. ∙
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Injecting Numerical Reasoning Skills into Language Models
Large pre-trained language models (LMs) are known to encode substantial ...
04/09/2020 ∙ by Mor Geva, et al. ∙
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Break It Down: A Question Understanding Benchmark
Understanding natural language questions entails the ability to break do...
01/31/2020 ∙ by Tomer Wolfson, et al. ∙
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HeartFit: An Accurate Platform for Heart Murmur Diagnosis Utilizing Deep Learning
Cardiovascular disease (CD) is the number one leading cause of death wor...
07/24/2019 ∙ by George Tang, et al. ∙
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CAMLPAD: Cybersecurity Autonomous Machine Learning Platform for Anomaly Detection
As machine learning and cybersecurity continue to explode in the context...
07/23/2019 ∙ by Ayush Hariharan, et al. ∙
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User-Interactive Machine Learning Model for Identifying Structural Relationships of Code Features
Traditional machine learning based intelligent systems assist users by l...
07/18/2019 ∙ by Kartik Chugh, et al. ∙
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AquaSight: Automatic Water Impurity Detection Utilizing Convolutional Neural Networks
According to the United Nations World Water Assessment Programme, every ...
07/17/2019 ∙ by Elliott Ruebush, et al. ∙
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StrokeSave: A Novel, High-Performance Mobile Application for Stroke Diagnosis using Deep Learning and Computer Vision
According to the WHO, Cerebrovascular Stroke, or CS, is the second large...
07/09/2019 ∙ by Ankit Gupta, et al. ∙
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Dilated Convolutions for Modeling Long-Distance Genomic Dependencies
We consider the task of detecting regulatory elements in the human genom...
10/03/2017 ∙ by Alexander M. Rush, et al. ∙
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A Comparative Analysis of Tensor Decomposition Models Using Hyper Spectral Image
Hyper spectral imaging is a remote sensing technology, providing variety...
03/23/2015 ∙ by Ashish Oberoi, et al. ∙
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