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cs.LG2020
PDE constraints on smooth hierarchical functions computed by neural networks
Khashayar Filom, Konrad Paul Kording, Roozbeh Farhoodi
Neural networks are versatile tools for computation, having the ability to approximate a broad range of functions. An important problem in the theory of deep neural networks is exp…
cs.LG2019★ 2 cited
On functions computed on trees
Roozbeh Farhoodi, Khashayar Filom, Ilenna Simone Jones +1
Any function can be constructed using a hierarchy of simpler functions through compositions. Such a hierarchy can be characterized by a binary rooted tree. Each node of this tree i…