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ResearchFormerly WizWand

Graph property prediction on OGBG-CODE2 (test)

22.22F1SAT++ (Magnetic Laplacian)
14.607216.583618.5620.5364Feb 7, 2022Aug 9, 2022Feb 9, 2023Aug 12, 2023Feb 11, 2024Aug 13, 2024Feb 13, 2025
Updated 8mo ago

Evaluation results

MethodLinks
SAT++ (Magnetic Laplacian)Input representation=Data-flow, Position. Enc.=Magnetic Lap., GNN=Enabled2023.0122.22
SAT++ (Random walk)Input representation=Data-flow, Position. Enc.=Random walk, GNN=Enabled2023.0121.82
SAT++ (AST depth)Input representation=Data-flow, Position. Enc.=AST depth, GNN=Enabled2023.0121.61
SAT++ (AST depth)Input representation=Sequential, Position. Enc.=AST depth, GNN=Enabled2023.0121.03
DAG+SATTime(epoch)=681s2022.1020.2
NeuralWalker2024.0619.57
SAT++ (Magnetic Laplacian)Input representation=Data-flow, Position. Enc.=Magnetic Lap., GNN=Disabled2023.0119.43
SATTime(epoch)=2437s2022.1019.4
k-subtree SAT-PNABackbone=PNA, Structure-Awareness=k-subtree2022.0219.37
K-Subtree SAT2022.0519.37
Graph Transformer (Baseline)Input representation=Sequential, Position. Enc.=None, GNN=Enabled2023.0119.37
SAT2024.0619.37
SAT2025.0219.37
k-subtree SAT-GCNBackbone=GCN, Structure-Awareness=k-subtree2022.0219.34
SAT++ (Random walk)Input representation=Data-flow, Position. Enc.=Random walk, GNN=Disabled2023.0119.34
DAG+GraphGPSTime(epoch)=608s2022.1019.3
GECO2025.0219.15
k-subtree SAT-GINBackbone=GIN, Structure-Awareness=k-subtree2022.0219.1
SAT++ (AST depth)Input representation=Sequential, Position. Enc.=AST depth, GNN=Disabled2023.0119.09
GatedGCN+enhanced=true2025.0218.96
GPS2022.0518.94
GPS2024.0618.94
GraphGPS2025.0218.94
GraphGPSTime(epoch)=1919s2022.1018.9
DAG+TransformerTime(epoch)=591s2022.1018.8
DAG+GraphTransTime(epoch)=526s2022.1018.7
GraphTrans2022.0218.3
GraphTransbackbone=GCN-Virtual2022.0518.3
GraphTransTime(epoch)=1117s2022.1018.3
GraphTrans2024.0618.3
GraphTrans2025.0218.3
GIN+enhanced=true2025.0218.03
GCN+enhanced=true2025.0217.87
PACETime(epoch)=2410s2022.1017.8
DAGNNTime(epoch)=6018s2022.1017.5
Transformer2022.0216.7
Graph Transformer (Baseline)Input representation=Sequential, Position. Enc.=None, GNN=Disabled2023.0116.7
TransformerTime(epoch)=1817s2022.1016.7
GT2025.0216.7
GatedGCN2025.0216.06
GCN-VirtualTime(epoch)=198s2022.1016
GCNvirtual node=true2022.0515.95
GCN2024.0615.95
GCN-Virtual NodeVirtual Node=true2022.0215.81
GIN-Virtual NodeVirtual Node=true2022.0215.81
GINvirtual node=true2022.0515.81
GIN2024.0615.81
GIN-VirtualTime(epoch)=155s2022.1015.8
PNA2022.0515.7
GATTime(epoch)=134s2022.1015.7
PNATime(epoch)=427s2022.1015.7
GCNTime(epoch)=127s2022.1015.1
GCN2022.0215.07
GCN2025.0215.07
GIN2022.0214.95
GIN2025.0214.95
GINTime(epoch)=181s2022.1014.9