The paper casts ResNet depth as an optimal stopping problem, proves finiteness of optimal depth under bounded utility, and proposes a residual-norm regularizer for early exiting.
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Optimal Depth of Neural Networks
The paper casts ResNet depth as an optimal stopping problem, proves finiteness of optimal depth under bounded utility, and proposes a residual-norm regularizer for early exiting.