notesum.ai

Published at November 25

stat.ML

Released Date: November 25, 2024

Authors: Hamed Shirzad¹, Honghao Lin², Balaji Venkatachalam³, Ameya Velingker⁴, David Woodruff, Danica Sutherland

Aff.: ¹University of British Columbia; ²Carnegie Mellon University; ³Meta; ⁴Independent Researcher

Model	Computer	Photo	CS	Physics	WikiCS	ogbn-arxiv
GCN	89.65 $\pm$ 0.52	92.70 $\pm$ 0.20	92.92 $\pm$ 0.12	96.18 $\pm$ 0.07	77.47 $\pm$ 0.85	71.74 $\pm$ 0.29
GraphSAGE	91.20 $\pm$ 0.29	94.59 $\pm$ 0.14	93.91 $\pm$ 0.13	96.49 $\pm$ 0.06	74.77 $\pm$ 0.95	71.49 $\pm$ 0.27
GAT	90.78 $\pm$ 0.13	93.87 $\pm$ 0.11	93.61 $\pm$ 0.14	96.17 $\pm$ 0.08	76.91 $\pm$ 0.82	72.01 $\pm$ 0.20
GraphSAINT	90.22 $\pm$ 0.15	91.72 $\pm$ 0.13	94.41 $\pm$ 0.09	96.43 $\pm$ 0.05	-	68.50 $\pm$ 0.23
NodeFormer	86.98 $\pm$ 0.62	93.46 $\pm$ 0.35	95.64 $\pm$ 0.22	96.45 $\pm$ 0.28	74.73 $\pm$ 0.94	59.90 $\pm$ 0.42
GraphGPS	91.19 $\pm$ 0.54	95.06 $\pm$ 0.13	93.93 $\pm$ 0.12	97.12 $\pm$ 0.19	78.66 $\pm$ 0.49	70.92 $\pm$ 0.04
GOAT	90.96 $\pm$ 0.90	92.96 $\pm$ 1.48	94.21 $\pm$ 0.38	96.24 $\pm$ 0.24	77.00 $\pm$ 0.77	72.41 $\pm$ 0.40
Exphormer+GCN	91.59 $\pm$ 0.31	95.27 $\pm$ 0.42	95.77 $\pm$ 0.15	97.16 $\pm$ 0.13	78.54 $\pm$ 0.49	72.44 $\pm$ 0.28
Exphormer*	91.16 $\pm$ 0.26	95.36 $\pm$ 0.17	95.19 $\pm$ 0.26	96.40 $\pm$ 0.20	78.19 $\pm$ 0.29	71.27 $\pm$ 0.27
Spexphormer	91.09 $\pm$ 0.08	95.33 $\pm$ 0.49	95.00 $\pm$ 0.15	96.70 $\pm$ 0.05	78.2 $\pm$ 0.14	70.82 $\pm$ 0.24
Avg. Edge Percent	7.6%	8.2%	12.8%	11.3%	8.6%	13.7%