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ResearchFormerly WizWand

Graph Regression on Peptides-struct LRGB

0.242MAESOTA
0.2374920.2679210.298350.328779May 13, 2023Aug 7, 2023Nov 1, 2023Jan 26, 2024Apr 21, 2024Jul 16, 2024Oct 10, 2024
Updated 8mo ago

Evaluation results

MethodLinks
SOTA2024.100.242
GCN2024.100.246
GINE2024.100.2473
GatedGCN2024.100.2477
FSW-GNN2024.100.2489
SortMPNN2024.100.2494
GraphGPSLaplacian Positional Encoding (LapPE)=true, Parameter budget=~500k2023.050.25
TransformerLaplacian Positional Encoding (LapPE)=true, Parameter budget=~500k2023.050.2529
DRew-GCNLaplacian Positional Encoding (LapPE)=true, Parameter budget=~500k2023.050.2536
DRew-GatedGCNLaplacian Positional Encoding (LapPE)=true, Parameter budget=~500k2023.050.2539
GCNAggregation=SSMA2024.090.26
GATAggregation=SSMA2024.090.26
GATv2Aggregation=SSMA2024.090.26
GINAggregation=SSMA2024.090.26
DRew-GINLaplacian Positional Encoding (LapPE)=true, Parameter budget=~500k2023.050.2606
MixHop-GCNLaplacian Positional Encoding (LapPE)=true, Parameter budget=~500k2023.050.2614
DIGL+MPNNLaplacian Positional Encoding (LapPE)=true, Parameter budget=~500k2023.050.2616
SANLaplacian Positional Encoding (LapPE)=true, Parameter budget=~500k2023.050.2683
DRew-GatedGCNParameter budget=~500k2023.050.2699
GATAggregation=Sum, Reproduced=true2024.090.27
GATv2Aggregation=Sum, Reproduced=true2024.090.27
GINAggregation=Sum, Reproduced=true2024.090.27
GraphGPSAggregation=SSMA2024.090.27
PNAAggregation=SSMA2024.090.27
DRew-GCNParameter budget=~500k2023.050.2781
DRew-GINParameter budget=~500k2023.050.2799
GCNAggregation=Sum, Reproduced=true2024.090.28
GraphGPSAggregation=Sum, Reproduced=true2024.090.28
PNAAggregation=Sum, Reproduced=true2024.090.28
MixHop-GCNParameter budget=~500k2023.050.2921
DIGL+MPNNParameter budget=~500k2023.050.3173
GatedGCNPositional Encoding (PE)=true, Parameter budget=~500k2023.050.3357
GatedGCNParameter budget=~500k2023.050.342
GCNParameter budget=~500k2023.050.3496
GINEParameter budget=~500k2023.050.3547