How Powerful are Graph Neural Networks?

[kacky24]

short summary

GNNの表現力を分析する理論的な枠組みを提案し、それを元にGraph Isomorphism Network(GIN)を提案。

参考URL:
https://medium.com/programming-soda/graph-neural-network%E3%81%AE%E5%87%A6%E7%90%86%E3%81%A8%E5%8A%B9%E6%9E%9C%E3%82%92%E7%90%86%E8%A7%A3%E3%81%99%E3%82%8B-how-powerful-are-graph-neural-networks-a26ee9245cce

author

Keyulu Xu ∗ †
MIT
keyulu@mit.edu
Weihua Hu ∗ ‡
Stanford University
weihuahu@stanford.edu
Jure Leskovec
Stanford University
jure@cs.stanford.edu
Stefanie Jegelka
MIT
stefje@mit.edu

URL

https://arxiv.org/pdf/1810.00826.pdf

year

ICLR2019