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Inductive Bias of Multi-Channel Linear Convolutional Networks with Bounded Weight Norm
Meena Jagadeesan
,
Ilya P. Razenshteyn
,
Suriya Gunasekar
2022 (modified: 21 Sept 2022)
COLT 2022
Readers:
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Abstract:
We provide a function space characterization of the inductive bias resulting from minimizing the $\ell_2$ norm of the weights in multi-channel convolutional neural networks with linear activations ...
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