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ResearchFormerly WizWand

Graph Classification on Peptides-func LRGB

73APSOTA
54.259259.124663.9968.8554May 13, 2023Aug 7, 2023Nov 1, 2023Jan 26, 2024Apr 21, 2024Jul 16, 2024Oct 10, 2024
Updated 8mo ago

Evaluation results

MethodLinks
SOTA2024.1073
DRew-GCNLaplacian Positional Encoding (LapPE)=true, Parameter budget=~500k2023.0571.5
DRew-GINLaplacian Positional Encoding (LapPE)=true, Parameter budget=~500k2023.0571.26
DRew-GCNParameter budget=~500k2023.0569.96
DRew-GatedGCNLaplacian Positional Encoding (LapPE)=true, Parameter budget=~500k2023.0569.77
DRew-GINParameter budget=~500k2023.0569.4
SortMPNN2024.1069.14
FSW-GNN2024.1068.64
GCN2024.1068.6
MixHop-GCNLaplacian Positional Encoding (LapPE)=true, Parameter budget=~500k2023.0568.43
DIGL+MPNNLaplacian Positional Encoding (LapPE)=true, Parameter budget=~500k2023.0568.3
GatedGCN2024.1067.65
DRew-GatedGCNParameter budget=~500k2023.0567.33
GINE2024.1066.21
MixHop-GCNParameter budget=~500k2023.0565.92
GraphGPSLaplacian Positional Encoding (LapPE)=true, Parameter budget=~500k2023.0565.35
DIGL+MPNNParameter budget=~500k2023.0564.69
SANLaplacian Positional Encoding (LapPE)=true, Parameter budget=~500k2023.0563.84
GATv2Aggregation=SSMA2024.0963.7
GATAggregation=SSMA2024.0963.6
GATAggregation=Sum, Reproduced=true2024.0963.4
GCNAggregation=SSMA2024.0963.3
TransformerLaplacian Positional Encoding (LapPE)=true, Parameter budget=~500k2023.0563.26
GATv2Aggregation=Sum, Reproduced=true2024.0963.1
GINAggregation=SSMA2024.0962.5
GCNAggregation=Sum, Reproduced=true2024.0961.1
PNAAggregation=SSMA2024.0961.1
GatedGCNPositional Encoding (PE)=true, Parameter budget=~500k2023.0560.69
GINAggregation=Sum, Reproduced=true2024.0960.4
GraphGPSAggregation=SSMA2024.0960.34
GCNParameter budget=~500k2023.0559.3
GraphGPSAggregation=Sum, Reproduced=true2024.0958.81
GatedGCNParameter budget=~500k2023.0558.64
PNAAggregation=Sum, Reproduced=true2024.0957
GINEParameter budget=~500k2023.0554.98