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10/09/2020
Addressing the Real-world Class Imbalance Problem in Dermatology
Class imbalance is a common problem in medical diagnosis, causing a stan...
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02/07/2020
Revisiting Spatial Invariance with Low-Rank Local Connectivity
Convolutional neural networks are among the most successful architecture...
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08/20/2019
Saccader: Improving Accuracy of Hard Attention Models for Vision
Although deep convolutional neural networks achieve state-of-the-art per...
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06/28/2018
Adversarial Reprogramming of Neural Networks
Deep neural networks are susceptible to adversarial attacks. In computer...
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03/15/2018
Large Margin Deep Networks for Classification
We present a formulation of deep learning that aims at producing a large...
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02/22/2018