Node Classification on Actor

Metric: Accuracy (higher is better)

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#	Model↕	Accuracy▼	Extra Data	Paper	Date↕	Code
1	MGNN + Hetero-S (4 layers)	35.99	No	The Heterophilic Snowflake Hypothesis: Training ...	2024-06-18	Code
2	CT-Layer	31.98	No	DiffWire: Inductive Graph Rewiring via the Lovás...	2022-06-15	Code
3	Geom-GCN-P	31.63	No	Geom-GCN: Geometric Graph Convolutional Networks	2020-02-13	Code
4	Geom-GCN-S	30.3	No	Geom-GCN: Geometric Graph Convolutional Networks	2020-02-13	Code
5	CT-Layer (PE)	29.35	No	DiffWire: Inductive Graph Rewiring via the Lovás...	2022-06-15	Code
6	Geom-GCN-I	29.09	No	Geom-GCN: Geometric Graph Convolutional Networks	2020-02-13	Code

#1MGNN + Hetero-S (4 layers)SOTA
35.99
Accuracy· 2024-06-18
The Heterophilic Snowflake Hypothesis: Training and Empowering GNNs for Heterophilic Graphs Code
#2CT-LayerSOTA
31.98
Accuracy· 2022-06-15
DiffWire: Inductive Graph Rewiring via the Lovász Bound Code
#3Geom-GCN-PSOTA
31.63
Accuracy· 2020-02-13
Geom-GCN: Geometric Graph Convolutional Networks Code
#4Geom-GCN-S
30.3
Accuracy· 2020-02-13
Geom-GCN: Geometric Graph Convolutional Networks Code
#5CT-Layer (PE)
29.35
Accuracy· 2022-06-15
DiffWire: Inductive Graph Rewiring via the Lovász Bound Code
#6Geom-GCN-I
29.09
Accuracy· 2020-02-13
Geom-GCN: Geometric Graph Convolutional Networks Code