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ResearchFormerly WizWand

Multi-label Graph Classification on Peptides func

72.61Average PrecisionGCN+
54.274859.034963.79568.5551Dec 27, 2022Jul 20, 2023Feb 10, 2024Sep 3, 2024Mar 27, 2025Oct 18, 2025May 12, 2026
Updated 5mo ago

Evaluation results

MethodLinks
GCN+Model Category=Modified and Re-evaluated, Structural and Positional Encoding=true2026.0572.61
DRew-GCN+LapPEModel Category=Multi-hop GNNs, Structural and Positional Encoding=true2026.0571.5
DRew-GIN+LapPEModel Category=Multi-hop GNNs, Structural and Positional Encoding=true2026.0571.26
Neural WalkerModel Category=GNNs, Structural and Positional Encoding=true2026.0570.96
GMNModel Category=GNNs, Structural and Positional Encoding=true2026.0570.71
GIN+Model Category=Modified and Re-evaluated, Structural and Positional Encoding=true2026.0570.59
GRAMAGATEDGCNModel Category=GNNs, Structural and Positional Encoding=true2026.0570.49
GatedGCN+Model Category=Modified and Re-evaluated, Structural and Positional Encoding=true2026.0570.06
DRew-GCNModel Category=Multi-hop GNNs, Structural and Positional Encoding=true2026.0569.96
DRew-GatedGCN+LapPEModel Category=Multi-hop GNNs, Structural and Positional Encoding=true2026.0569.77
GINE-MLP-Mixer# Params=397k, Time (S/Epoch)=8.59, Memory (MB)=1,0102022.1269.7
Graph-ViT + GFSAGFSA=true2023.1269.64
DRew-GCN+LapPEModel Category=Modified and Re-evaluated, Structural and Positional Encoding=true2026.0569.45
GatedGCN-ViT# Params=692k, Time (S/Epoch)=9.07, Memory (MB)=8482022.1269.42
DRew-GINModel Category=Multi-hop GNNs, Structural and Positional Encoding=true2026.0569.4
GatedGCN-MLP-Mixer# Params=527k, Time (S/Epoch)=8.96, Memory (MB)=9692022.1269.32
GINE-ViT# Params=561k, Time (S/Epoch)=8.98, Memory (MB)=9202022.1269.19
Graph-ViTGFSA=false2023.1269.19
GraphTrans-ViT# Params=757k, Time (S/Epoch)=9.94, Memory (MB)=9752022.1268.76
GCNModel Category=Modified and Re-evaluated, Structural and Positional Encoding=true2026.0568.6
GraphTrans-MLP-Mixer# Params=593k, Time (S/Epoch)=9.94, Memory (MB)=9752022.1268.58
GCN-ViT# Params=493k, Time (S/Epoch)=8.9, Memory (MB)=6282022.1268.55
MixHop-GCN+LapPEModel Category=Multi-hop GNNs, Structural and Positional Encoding=true2026.0568.43
GCN-MLP-Mixer# Params=329k, Time (S/Epoch)=8.48, Memory (MB)=7162022.1268.32
DIGL+MPNN+LapPEModel Category=Multi-hop GNNs, Structural and Positional Encoding=true2026.0568.3
GatedGCNModel Category=Modified and Re-evaluated, Structural and Positional Encoding=true2026.0567.65
SWANModel Category=GNNs, Structural and Positional Encoding=true2026.0567.51
Graph-MambaModel Category=GNNs, Structural and Positional Encoding=true2026.0567.39
DRew-GatedGCNModel Category=Multi-hop GNNs, Structural and Positional Encoding=true2026.0567.33
SUN# Params=508k, Time (S/Epoch)=376.66, Memory (MB)=18,9412022.1267.3
LGSMModel Category=Ours, Structural and Positional Encoding=false2026.0566.85
GINEModel Category=Modified and Re-evaluated, Structural and Positional Encoding=true2026.0566.21
GPS + GFSAGFSA=true2023.1265.93
MixHop-GCNModel Category=Multi-hop GNNs, Structural and Positional Encoding=true2026.0565.92
GPS# Params=504k, Time (S/Epoch)=11.83, Memory (MB)=6,9042022.1265.62
GPSGFSA=false2023.1265.35
GraphGPS+LapPEModel Category=Transformers, Structural and Positional Encoding=true2026.0565.35
GraphGPS+LapPEModel Category=Modified and Re-evaluated, Structural and Positional Encoding=true2026.0565.34
GNN-AK+# Params=631k, Time (S/Epoch)=22.52, Memory (MB)=7,8552022.1264.8
DIGL+MPNNModel Category=Multi-hop GNNs, Structural and Positional Encoding=true2026.0564.69
SAN + RWSE# Params=500k, Time (S/Epoch)=68.44, Memory (MB)=19,6912022.1264.39
SAN + LapPE# Params=493k, Time (S/Epoch)=80.47, Memory (MB)=12,4932022.1263.84
SAN+LapPEModel Category=Transformers, Structural and Positional Encoding=true2026.0563.84
Transformer + LapPE# Params=488k, Time (S/Epoch)=9.74, Memory (MB)=6,6612022.1263.26
Transformer+LapPEModel Category=Transformers, Structural and Positional Encoding=true2026.0563.26
GatedGCN + RWSE# Params=506k, Time (S/Epoch)=5.75, Memory (MB)=1,0352022.1260.69
GraphCONModel Category=GNNs, Structural and Positional Encoding=true2026.0560.22
A-DGNModel Category=GNNs, Structural and Positional Encoding=true2026.0559.75
GCN# Params=508k, Time (S/Epoch)=4.59, Memory (MB)=6962022.1259.3
GatedGCN# Params=509k, Time (S/Epoch)=5.48, Memory (MB)=1,0382022.1258.64
GRANDModel Category=GNNs, Structural and Positional Encoding=true2026.0557.89
GINE# Params=476k, Time (S/Epoch)=3.94, Memory (MB)=6592022.1254.98