Tag: resnets
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Deep Learning as a Convex Paradigm of Computation: Minimizing Circuit Size with ResNets
Deep Learning as a Convex Paradigm of Computation: Minimizing Circuit Size with ResNets arXiv:2511.20888v1 Announce Type: new Abstract: This paper argues that DNNs implement a computational Occam’s razor — finding the `simplest’ algorithm that fits the data — and that this could explain their incredible and wide-ranging success over more traditional statistical methods. We start…