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We constructively prove that every deep ReLU network can be rewritten as afunctionally identical three-layer network with weights valued in the extendedreals. Based on this proof, we provide an algorithm that, given a deep ReLUnetwork, finds the explicit weights of the corresponding shallow network. Theresulting shallow network is transparent and used to generate explanations ofthe model s behaviour.

Any Deep ReLU Network is Shallow