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Graph property prediction on OGBG-CODE2 (test)

22.22F1

SAT++ (Magnetic Laplacian)

Updated 1mo ago

Evaluation Results

Method	Links
SAT++ (Magnetic Laplacian) 2023.01		22.22
SAT++ (Random walk) 2023.01		21.82
SAT++ (AST depth) 2023.01		21.61
SAT++ (AST depth) 2023.01		21.03
DAG+SAT 2022.10		20.2
NeuralWalker 2024.06		19.57
SAT++ (Magnetic Laplacian) 2023.01		19.43
SAT 2022.10		19.4
k-subtree SAT-PNA 2022.02		19.37
K-Subtree SAT 2022.05		19.37
Graph Transformer (Baseline) 2023.01		19.37
SAT 2024.06		19.37
SAT 2025.02		19.37
k-subtree SAT-GCN 2022.02		19.34
SAT++ (Random walk) 2023.01		19.34
DAG+GraphGPS 2022.10		19.3
GECO 2025.02		19.15
k-subtree SAT-GIN 2022.02		19.1
SAT++ (AST depth) 2023.01		19.09
GatedGCN+ 2025.02		18.96
GPS 2022.05		18.94
GPS 2024.06		18.94
GraphGPS 2025.02		18.94
GraphGPS 2022.10		18.9
DAG+Transformer 2022.10		18.8
DAG+GraphTrans 2022.10		18.7
GraphTrans 2022.02		18.3
GraphTrans 2022.05		18.3
GraphTrans 2022.10		18.3
GraphTrans 2024.06		18.3
GraphTrans 2025.02		18.3
GIN+ 2025.02		18.03
GCN+ 2025.02		17.87
PACE 2022.10		17.8
DAGNN 2022.10		17.5
Transformer 2022.02		16.7
Graph Transformer (Baseline) 2023.01		16.7
Transformer 2022.10		16.7
GT 2025.02		16.7
GatedGCN 2025.02		16.06
GCN-Virtual 2022.10		16
GCN 2022.05		15.95
GCN 2024.06		15.95
GCN-Virtual Node 2022.02		15.81
GIN-Virtual Node 2022.02		15.81
GIN 2022.05		15.81
GIN 2024.06		15.81
GIN-Virtual 2022.10		15.8
PNA 2022.05		15.7
GAT 2022.10		15.7
PNA 2022.10		15.7
GCN 2022.10		15.1
GCN 2022.02		15.07
GCN 2025.02		15.07
GIN 2022.02		14.95
GIN 2025.02		14.95
GIN 2022.10		14.9