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09/08/2021
fastMRI+: Clinical Pathology Annotations for Knee and Brain Fully Sampled Multi-Coil MRI Data
Improving speed and image quality of Magnetic Resonance Imaging (MRI) vi...
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02/25/2020
A Theory of Usable Information Under Computational Constraints
We propose a new framework for reasoning about information in complex sy...
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05/27/2018
Adversarial Constraint Learning for Structured Prediction
Constraint-based learning reduces the burden of collecting labels by hav...
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03/07/2017
On the Limits of Learning Representations with Label-Based Supervision
Advances in neural network based classifiers have transformed automatic ...
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09/18/2016
Label-Free Supervision of Neural Networks with Physics and Domain Knowledge
In many machine learning applications, labeled data is scarce and obtain...
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06/16/2015