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04/29/2021
Distributed Multigrid Neural Solvers on Megavoxel Domains
We consider the distributed training of large-scale neural networks that...
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02/18/2021
WebRED: Effective Pretraining And Finetuning For Relation Extraction On The Web
Relation extraction is used to populate knowledge bases that are importa...
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10/21/2020
Is Batch Norm unique? An empirical investigation and prescription to emulate the best properties of common normalizers without batch dependence
We perform an extensive empirical study of the statistical properties of...
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05/30/2019
Assessing The Factual Accuracy of Generated Text
We propose a model-based metric to estimate the factual accuracy of gene...
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02/21/2019
A Mean Field Theory of Batch Normalization
We develop a mean field theory for batch normalization in fully-connecte...
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05/11/2017
Reducing Bias in Production Speech Models
Replacing hand-engineered pipelines with end-to-end deep learning system...
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12/10/2016
