Powerset Convolutional Neural Networks

Chris Wendler
Chris Wendler
Markus Püschel
Markus Püschel

NeurIPS, pp. 927-938, 2019.

Cited by: 5|Bibtex|Views4|
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Keywords:
convolutional neural networkthe framework

Abstract:

We present a novel class of convolutional neural networks (CNNs) for set functions, i.e., data indexed with the powerset of a finite set. The convolutions are derived as linear, shift-equivariant functions for various notions of shifts on set functions. The framework is fundamentally different from graph convolutions based on the Laplacia...More

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