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Frequency Principle in Deep Learning
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Classroom Contents
Deep Learning - Machine Learning and Dynamical Systems
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- 1 Frequency Principle in Deep Learning
- 2 Computing Lyapunov functions via neural networks avoiding the curse of dimensionality
- 3 Local Conformal AutoEncoder
- 4 Do ideas have shape? Plato's theory of forms as the continuous limit of artificial neutral networks
- 5 Recurrence vs Attention: untangling tradeoffs in self-attentive neural networks
- 6 Safe AI with control theory
- 7 Neural Networks for Solving PDEs
