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Approximation theorem by S_n equivariant stacking DNN

Mon, 30 Jul 2018 13:00 - 14:30 JST

Yagami Campus of Keio university: Building 14, Room 631A

3-14-1 Kouhoku-ku, Hiyoshi, Yokohama 223-8522, JAPAN

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Description

Abstract: Deep sets (arXiv:1703.06114) gave an nice DNN for the functions which is compatible with permutations. This DNN works well practically, but theoretical assurance is not established enough. We give the following theorem: any function which is compatible with permutations can be approximated by the DNN which is stacking of 1-layer NN which is permutation equivariant. This is a joint work with Yuuki Takai and Cordonnier Matthieu.

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