Restricting layers to width 3 and using linking numbers shows ResNets and transformers match in topological power, exceed monotonic feedforward nets which exceed flows, but nonmonotonic activations match the top class.
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Low-dimensional topology of deep neural networks
Restricting layers to width 3 and using linking numbers shows ResNets and transformers match in topological power, exceed monotonic feedforward nets which exceed flows, but nonmonotonic activations match the top class.