notesum.ai

Published at November 26

cs.LG

cs.AI

Released Date: November 26, 2024

Authors: Jia Jun Cheng Xian, Sadegh Mahdavi, Renjie Liao, Oliver Schulte¹

Aff.: ¹Institution 2

Method	IMDB-BINARY	IMDB-BINARY w. features	PROTEINS
DGCNN (Wang et al., 2019)	53.3 $\pm$ 5.0	69.2 $\pm$ 3.0	72.9 $\pm$ 3.5
DiffPool (Ying et al., 2018)	68.3 $\pm$ 6.1	68.4 $\pm$ 3.3	73.7 $\pm$ 3.5
ECC (Simonovsky & Komodakis, 2017)	67.8 $\pm$ 4.8	67.7 $\pm$ 2.8	72.3 $\pm$ 3.4
GIN (Xu et al., 2019b)	66.8 $\pm$ 3.9	71.2 $\pm$ 3.9	73.3 $\pm$ 4.0
GraphSAGE (Hamilton et al., 2017)	69.9 $\pm$ 4.6	68.8 $\pm$ 4.5	73.0 $\pm$ 4.5
Ours	70.5 $\pm$ 5.7	72.6 $\pm$ 2.1	75.4 $\pm$ 3.4