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Awakening of the Buddha: Subspace Learning During Population-Loss Plateaus

Kumar, Akash
arXiv (All) · Papers
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machine-learningoptimization-and-control
Population loss can remain nearly constant while a neural network learns a substantially more predictive representation. We establish this separation for two-layer ReLU and leaky-ReLU networks trained on Gaussian inputs by simultaneous fixed-step population gradient descent on all parameters. For st
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