156 citations · 361 across the 32 of their papers we have counts for
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cs.LG2023★ 3 cited
Any Deep ReLU Network is Shallow
Mattia Jacopo Villani, Nandi Schoots
We constructively prove that every deep ReLU network can be rewritten as a functionally identical three-layer network with weights valued in the extended reals. Based on this proof…
cs.LG2023
Unwrapping All ReLU Networks
Mattia Jacopo Villani, Peter McBurney
Deep ReLU Networks can be decomposed into a collection of linear models, each defined in a region of a partition of the input space. This paper provides three results extending thi…