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A "feature ODE" describing the learning behavior of shallow MLPs on simple functions

Turnbull, Joseph et al.
arXiv (All) · Papers
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machine-learning
We study the gradient flow training dynamics of two-layer multi-layer perceptrons (MLPs) on anisotropic Gaussian data. Even in this simple setting, solving the dynamics in full is notoriously difficult, so we try something different. We propose a "feature ODE" that might be intuitively expected to d
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