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11/18/2022
Why pseudo label based algorithm is effective? –from the perspective of pseudo labeled data
Recently, pseudo label based semi-supervised learning has achieved great...
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11/05/2018
Stochastic Modified Equations and Dynamics of Stochastic Gradient Algorithms I: Mathematical Foundations
We develop the mathematical foundations of the stochastic modified equat...
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02/27/2018
Understanding and Enhancing the Transferability of Adversarial Examples
State-of-the-art deep neural networks are known to be vulnerable to adve...
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10/26/2017
Maximum Principle Based Algorithms for Deep Learning
The continuous dynamical system approach to deep learning is explored in...
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11/19/2015
Stochastic modified equations and adaptive stochastic gradient algorithms
We develop the method of stochastic modified equations (SME), in which s...
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11/19/2015
Convolutional neural networks with low-rank regularization
Large CNNs have delivered impressive performance in various computer vis...
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07/17/2015
