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. Author manuscript; available in PMC: 2023 Jun 1.
Published in final edited form as: Adv Neural Inf Process Syst. 2022 Dec;35:1909–1922.

Table 6:

Results on converted conventional graphs: Mean accuracy (%) ± standard deviation. Bold values indicate the best result. 10% of all vertices are used for training.

Cora Citeseer Pubmed Cora-CA DBLP-CA Zoo 20Newsgroups
HGNN 67.37 ± 1.45 62.76 ± 1.42 82.16 ± 0.38 66.80 ± 1.79 85.28 ± 0.29 47.84 ± 6.87 70.27 ± 0.73
A2 67.18 ± 1.42 63.52 ± 2.35 82.37 ± 0.34 67.14 ± 1.79 85.22 ± 0.26 46.85 ± 10.15 70.46 ± 1.21
A4 67.24 ± 1.51 63.37 ± 2.56 82.25 ± 0.43 66.88 ± 2.07 85.16 ± 0.25 46.85 ± 9.93 69.35 ± 1.24
Mushroom NTU2012 ModelNet40 Yelp House (0.6) House (1.0) Walmart (0.6) Walmart (1.0)
97.15 ± 0.47 70.26 ± 1.70 87.60 ± 0.36 26.91 ± 0.37 58.01 ± 2.47 57.65 ± 2.69 59.48 ± 0.19 53.97 ± 0.29
97.29 ± 0.45 69.91 ± 1.59 87.75 ± 0.33 26.72 ± 0.36 58.08 ± 3.28 57.53 ± 2.80 59.49 ± 0.22 54.04 ± 0.24
97.15 ± 0.55 69.94 ± 1.54 87.65 ± 0.36 26.66 ± 0.45 58.47 ± 2.99 57.73 ± 2.84 59.53 ± 0.22 53.98 ± 0.26