Graph property prediction on OGBG-CODE2 (test) benchmark leaderboard · SOTA2 Research

Graph property prediction on OGBG-CODE2 (test)

22.22F1SAT++ (Magnetic Laplacian)

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+SAT2022.10		20.2
NeuralWalker2024.06		19.57
SAT++ (Magnetic Laplacian)2023.01		19.43
SAT2022.10		19.4
k-subtree SAT-PNA2022.02		19.37
K-Subtree SAT2022.05		19.37
Graph Transformer (Baseline)2023.01		19.37
SAT2024.06		19.37
SAT2025.02		19.37
k-subtree SAT-GCN2022.02		19.34
SAT++ (Random walk)2023.01		19.34
DAG+GraphGPS2022.10		19.3
GECO2025.02		19.15
k-subtree SAT-GIN2022.02		19.1
SAT++ (AST depth)2023.01		19.09
GatedGCN+2025.02		18.96
GPS2022.05		18.94
GPS2024.06		18.94
GraphGPS2025.02		18.94
GraphGPS2022.10		18.9
DAG+Transformer2022.10		18.8
DAG+GraphTrans2022.10		18.7
GraphTrans2022.02		18.3
GraphTrans2022.05		18.3
GraphTrans2022.10		18.3
GraphTrans2024.06		18.3
GraphTrans2025.02		18.3
GIN+2025.02		18.03
GCN+2025.02		17.87
PACE2022.10		17.8
DAGNN2022.10		17.5
Transformer2022.02		16.7
Graph Transformer (Baseline)2023.01		16.7
Transformer2022.10		16.7
GT2025.02		16.7
GatedGCN2025.02		16.06
GCN-Virtual2022.10		16
GCN2022.05		15.95
GCN2024.06		15.95
GCN-Virtual Node2022.02		15.81
GIN-Virtual Node2022.02		15.81
GIN2022.05		15.81
GIN2024.06		15.81
GIN-Virtual2022.10		15.8
PNA2022.05		15.7
GAT2022.10		15.7
PNA2022.10		15.7
GCN2022.10		15.1
GCN2022.02		15.07
GCN2025.02		15.07
GIN2022.02		14.95
GIN2025.02		14.95
GIN2022.10		14.9