Node Classification On Pubmed 48 32 20 Fixed

1:1 Accuracy

النتائج

نتائج أداء النماذج المختلفة على هذا المعيار القياسي

جدول المقارنة

اسم النموذج	1:1 Accuracy
simple-and-deep-graph-convolutional-networks-1	90.15 ± 0.43
finding-global-homophily-in-graph-neural	89.62 ± 0.35
neural-sheaf-diffusion-a-topological	89.42 ± 0.43
non-local-graph-neural-networks	88.2 ± 0.3
revisiting-heterophily-for-graph-neural	89.78 ± 0.49
revisiting-heterophily-for-graph-neural	89.82 ± 0.41
mixhop-higher-order-graph-convolution	85.31 ± 0.61
neural-sheaf-diffusion-a-topological	89.33 ± 0.35
finding-global-homophily-in-graph-neural	89.24 ± 0.39
neural-sheaf-diffusion-a-topological	89.49 ± 0.40
revisiting-heterophily-for-graph-neural	89.65 ± 0.58
revisiting-heterophily-for-graph-neural	89.01 ± 0.6
breaking-the-limit-of-graph-neural-networks	88.52 ± 0.92
large-scale-learning-on-non-homophilous	87.86 ± 0.77
two-sides-of-the-same-coin-heterophily-and	89.15 ± 0.37
geom-gcn-geometric-graph-convolutional-1	89.95 ± 0.47
revisiting-heterophily-for-graph-neural	89.89 ± 0.43
joint-adaptive-feature-smoothing-and-topology	87.54 ± 0.38
non-local-graph-neural-networks	88.2 ± 0.5
generalizing-graph-neural-networks-beyond	89.49 ± 0.38
non-local-graph-neural-networks	89.0 ± 0.5
revisiting-heterophily-for-graph-neural	88.49 ± 0.51
addressing-heterophily-in-node-classification	89.20 ± 0.34
beyond-low-frequency-information-in-graph	88.09 ± 1.38
gread-graph-neural-reaction-diffusion	-
revisiting-heterophily-for-graph-neural	89.71 ± 0.48