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07/10/2020
Learning Unstable Dynamical Systems with Time-Weighted Logarithmic Loss
When training the parameters of a linear dynamical model, the gradient d...
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11/04/2019
Persistency of Excitation for Robustness of Neural Networks
When an online learning algorithm is used to estimate the unknown parame...
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01/24/2019
Cross-Entropy Loss and Low-Rank Features Have Responsibility for Adversarial Examples
State-of-the-art neural networks are vulnerable to adversarial examples;...
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05/22/2018
Step Size Matters in Deep Learning
Training a neural network with the gradient descent algorithm gives rise...
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03/22/2018