Graph Classification on Peptides-func LRGB (test)
0.7311APS2GCN
Evaluation results
| Method | Links | ||
|---|---|---|---|
| S2GCN2024.06 | 0.7311 | — | |
| S2GCNPositional Encoding=PE2024.05 | 0.7311 | — | |
| S2GCN2024.05 | 0.7275 | — | |
| GCN+Number of Parameters=~500K, Time (epoch)=6s, enhanced_version=true2025.02 | 0.7261 | — | |
| IPR-MPNN2024.05 | 0.721 | — | |
| NBA2024.05 | 0.7207 | — | |
| Lie UniGCNParameter Budget=500,000, Architecture Category=Ours2024.10 | 0.7173 | — | |
| AMP2024.05 | 0.7163 | — | |
| DRew2024.06 | 0.715 | — | |
| DReWParameter Budget=500,000, Architecture Category=Others2024.10 | 0.715 | — | |
| DREW2024.05 | 0.715 | — | |
| DRewNumber of Parameters=~500K, Year=20232025.02 | 0.715 | — | |
| DRew-GCN+LapPEPositional Encoding=LapPE2025.05 | 0.715 | 8 | |
| GREDNumber of Parameters=~500K, Year=20242025.02 | 0.7133 | — | |
| DRew-GIN+LapPEPositional Encoding=LapPE2025.05 | 0.7126 | 9.5 | |
| Q-WL-RFArchitecture Category=Ours2025.08 | 0.71 | — | |
| NeuralWalker2024.06 | 0.7096 | — | |
| GUMPbase operator=GCN2024.03 | 0.7088 | — | |
| GRED2025.05 | 0.7085 | 7 | |
| GSSCNumber of Parameters=~500K, Year=2024b2025.02 | 0.7081 | — | |
| CRaWL2024.06 | 0.7074 | — | |
| CRAWLParameter Budget=500,000, Architecture Category=Others2024.10 | 0.7074 | — | |
| UniGCNParameter Budget=500,000, Architecture Category=Ours2024.10 | 0.7072 | — | |
| Kiani et al.reproduction=original paper setup2024.03 | 0.7072 | — | |
| GMN2025.05 | 0.7071 | 4.5 | |
| GIN+Number of Parameters=~500K, enhanced_version=true2025.02 | 0.7059 | — | |
| GatedGCN+Number of Parameters=~500K, enhanced_version=true2025.02 | 0.7006 | — | |
| DRew-GCN2025.05 | 0.6996 | 14 | |
| Drew-GCNreproduction=reproduced2024.03 | 0.6996 | — | |
| MP-SSM2025.05 | 0.6993 | 4 | |
| GRITParameters=~ 500K2024.04 | 0.6988 | — | |
| GRIT2024.06 | 0.6988 | — | |
| GRIT2024.05 | 0.6988 | — | |
| GRIT2024.06 | 0.6988 | — | |
| GRITParameter Budget=500,000, Architecture Category=Others2024.10 | 0.6988 | — | |
| GRIT2024.05 | 0.6988 | — | |
| GRITNumber of Parameters=~500K, Year=20232025.02 | 0.6988 | — | |
| GRIT2025.05 | 0.6988 | 5 | |
| GRITreproduction=reproduced2024.03 | 0.6988 | — | |
| DRew-GatedGCN+LapPEPositional Encoding=LapPE2025.05 | 0.6977 | 12 | |
| GECONumber of Parameters=~500K, Year=20242025.02 | 0.6975 | — | |
| Graph ViT2024.05 | 0.697 | — | |
| Graph MLP-Mixer2024.05 | 0.697 | — | |
| Graph ViT/MLP-MixerNumber of Parameters=~500K, Year=20232025.02 | 0.697 | — | |
| GPNNNumber of Parameters=~500K, Year=20242025.02 | 0.6955 | — | |
| CKGCNParameters=~ 500K2024.04 | 0.6952 | — | |
| DRew-GCN+LapPE3-layer MLP readout=true, residual connections=true2025.05 | 0.6945 | 11 | |
| GRAPH VITParameter Budget=500,000, Architecture Category=Others2024.10 | 0.6942 | — | |
| Graph ViT2024.05 | 0.6942 | — | |
| Graph ViT2025.05 | 0.6942 | 5.5 | |
| Graph ViTreproduction=reproduced2024.03 | 0.6942 | — | |
| DRew-GIN2025.05 | 0.694 | 17.5 | |
| G-MLPMixerreproduction=reproduced2024.03 | 0.6921 | — | |
| k-GCN-SSMreproduction=reproduced2024.03 | 0.6902 | — | |
| GCNhierarchical support graph=true2024.06 | 0.6891 | — | |
| FoSRreproduction=reproduced2024.03 | 0.6878 | — | |
| SDRFreproduction=reproduced2024.03 | 0.6874 | — | |
| GatedGCNhierarchical support graph=true2024.06 | 0.6866 | — | |
| GCN2024.06 | 0.686 | — | |
| GCN2024.06 | 0.686 | — | |
| GCNParameter Budget=500,000, Architecture Category=MP2024.10 | 0.686 | — | |
| GCN2024.05 | 0.686 | — | |
| GCNNumber of Parameters=~500K2025.02 | 0.686 | — | |
| GCNParameter budget=500k2026.04 | 0.686 | — | |
| GCN3-layer MLP readout=true, residual connections=true2025.05 | 0.686 | 7.5 | |
| GCNreproduction=reproduced2024.03 | 0.686 | — | |
| GUMPParameter Budget=500,000, Architecture Category=MP2024.10 | 0.6843 | — | |
| MixHop-GCN+LapPEPositional Encoding=LapPE2025.05 | 0.6843 | 15.5 | |
| DIGL+MPNN+LapPEPositional Encoding=LapPE2025.05 | 0.683 | 16.5 | |
| PR-MPNN2024.05 | 0.6825 | — | |
| GatedGCNvirtual node=true2024.06 | 0.6823 | — | |
| GatedGCNPositional Encoding=PE, Virtual Nodes=VNG2024.05 | 0.6822 | — | |
| MGTNumber of Parameters=~500K, Year=20232025.02 | 0.6817 | — | |
| ProxyAdd+GCNreproduction=reproduced2024.03 | 0.6789 | — | |
| GATParameter budget=500k2026.04 | 0.6787 | — | |
| GCN+Architecture Category=GNNs2025.08 | 0.677 | — | |
| GatedGCN2024.06 | 0.6765 | — | |
| GatedGCN2024.06 | 0.6765 | — | |
| GatedGCNParameter Budget=500,000, Architecture Category=MP2024.10 | 0.6765 | — | |
| GatedGCNNumber of Parameters=~500K2025.02 | 0.6765 | — | |
| GatedGCNParameter budget=500k2026.04 | 0.6765 | — | |
| GatedGCN3-layer MLP readout=true, residual connections=true2025.05 | 0.6765 | 11 | |
| GCNInfer. Time=471.1ms2024.05 | 0.6762 | — | |
| GIN+Architecture Category=GNNs2025.08 | 0.676 | — | |
| SWANstructural and positional encoding=true2025.05 | 0.6751 | 12.5 | |
| GTRreproduction=reproduced2024.03 | 0.674 | — | |
| Graph-MambaNumber of Parameters=~500K, Year=20242025.02 | 0.6739 | — | |
| Graph-Mamba2025.05 | 0.6739 | 12.5 | |
| DRew-GatedGCN2025.05 | 0.6733 | 19.5 | |
| GCNvirtual node=true2024.06 | 0.6732 | — | |
| WLArchitecture Category=Kernel2025.08 | 0.671 | — | |
| GatedGCN+RWSE# Params=506k, Virtual Node=true2023.01 | 0.6685 | — | |
| TIGTNumber of Parameters=~500K, Year=20242025.02 | 0.6679 | — | |
| GatedGCN# Params=509k, Virtual Node=true2023.01 | 0.6635 | — | |
| GPS + k-MIPParameter budget=500k2026.04 | 0.6627 | — | |
| GPS+EdgeRWSEAugmentation=EdgeRWSE2023.10 | 0.6625 | — | |
| GCN# Params=508k, Virtual Node=true2023.01 | 0.6623 | — | |
| GIN2024.06 | 0.6621 | — | |
| GINEParameter Budget=500,000, Architecture Category=MP2024.10 | 0.6621 | — | |
| GINE2024.05 | 0.6621 | — |