Graph Regression on Peptides struct LRGB (test)
0.2421MAEGCN+
Evaluation results
| Method | Links | ||
|---|---|---|---|
| GCN+Number of Parameters=~500K, Time (epoch)=6s, enhanced_version=true2025.02 | 0.2421 | — | |
| IPR-MPNN2024.05 | 0.2422 | — | |
| UniGCNParameter Budget=500,000, Architecture Category=Ours2024.10 | 0.2425 | — | |
| Kiani et al.reproduction=original paper setup2024.03 | 0.2425 | — | |
| GIN+Number of Parameters=~500K, enhanced_version=true2025.02 | 0.2429 | — | |
| AMP2024.05 | 0.2431 | — | |
| GatedGCN+Number of Parameters=~500K, enhanced_version=true2025.02 | 0.2431 | — | |
| SigGate-GT2026.04 | 0.2431 | — | |
| GUMPbase operator=GCN2024.03 | 0.2438 | — | |
| S2GCNPositional Encoding=PE2024.05 | 0.2447 | — | |
| Graph ViT2024.05 | 0.2449 | — | |
| GRAPH VITParameter Budget=500,000, Architecture Category=Others2024.10 | 0.2449 | — | |
| Graph ViT2024.05 | 0.2449 | — | |
| Graph ViT/MLP-MixerNumber of Parameters=~500K, Year=20232025.02 | 0.2449 | — | |
| Graph ViT2025.05 | 0.2449 | 5.5 | |
| Graph ViTreproduction=reproduced2024.03 | 0.2449 | — | |
| MGTNumber of Parameters=~500K, Year=20232025.02 | 0.2453 | — | |
| SDRFreproduction=reproduced2024.03 | 0.2453 | — | |
| GPNNNumber of Parameters=~500K, Year=20242025.02 | 0.2454 | — | |
| GRED+LapPEparameter budget=≈ 500K, positional encoding=Laplacian PE2023.12 | 0.2455 | — | |
| GREDNumber of Parameters=~500K, Year=20242025.02 | 0.2455 | — | |
| GatedGCNPositional Encoding=PE, Virtual Nodes=VNG2024.05 | 0.2458 | — | |
| MP-SSM2025.05 | 0.2458 | 4 | |
| GSSCNumber of Parameters=~500K, Year=2024b2025.02 | 0.2459 | — | |
| GRIT2024.01 | 0.246 | — | |
| GCNparameter budget=≈ 500K, positional encoding=Tuned with PE (Tönshoff et al., 2023)2023.12 | 0.246 | — | |
| GRITparameter budget=≈ 500K2023.12 | 0.246 | — | |
| GRITParameters=~ 500K2024.04 | 0.246 | — | |
| GRIT2024.05 | 0.246 | — | |
| GCN2024.06 | 0.246 | — | |
| GRIT2024.06 | 0.246 | — | |
| GCNParameter Budget=500,000, Architecture Category=MP2024.10 | 0.246 | — | |
| GRITParameter Budget=500,000, Architecture Category=Others2024.10 | 0.246 | — | |
| Lie UniGCNParameter Budget=500,000, Architecture Category=Ours2024.10 | 0.246 | — | |
| GCN2024.05 | 0.246 | — | |
| GRIT2024.05 | 0.246 | — | |
| GRIT2024.02 | 0.246 | — | |
| GRITNumber of Parameters=~500K, Year=20232025.02 | 0.246 | — | |
| GCNNumber of Parameters=~500K2025.02 | 0.246 | — | |
| GCNParameter budget=500k2026.04 | 0.246 | — | |
| GCNtuned=true2026.04 | 0.246 | — | |
| GRIT2026.04 | 0.246 | — | |
| GRIT2025.05 | 0.246 | 5 | |
| GCN3-layer MLP readout=true, residual connections=true2025.05 | 0.246 | 7.5 | |
| GCNreproduction=reproduced2024.03 | 0.246 | — | |
| GRITreproduction=reproduced2024.03 | 0.246 | — | |
| FoSRreproduction=reproduced2024.03 | 0.2461 | — | |
| NeuralWalker2024.06 | 0.2463 | — | |
| GECONumber of Parameters=~500K, Year=20242025.02 | 0.2464 | — | |
| ProxyAdd+GCNreproduction=reproduced2024.03 | 0.2465 | — | |
| S2GCN2024.05 | 0.2467 | — | |
| NBA2024.05 | 0.2472 | — | |
| GINEparameter budget=≈ 500K, positional encoding=Tuned with PE (Tönshoff et al., 2023)2023.12 | 0.2473 | — | |
| GIN2024.06 | 0.2473 | — | |
| GINEParameter Budget=500,000, Architecture Category=MP2024.10 | 0.2473 | — | |
| GINE2024.05 | 0.2473 | — | |
| GINNumber of Parameters=~500K2025.02 | 0.2473 | — | |
| GINEParameter budget=500k2026.04 | 0.2473 | — | |
| GINE3-layer MLP readout=true, residual connections=true2025.05 | 0.2473 | 12 | |
| GMN2025.05 | 0.2473 | 4.5 | |
| Graph-MLPMixerparameter budget=≈ 500K2023.12 | 0.2475 | — | |
| Graph MLP-Mixer2024.05 | 0.2475 | — | |
| SubgraphormerNumber of Parameters=~500K, Year=20242025.02 | 0.2475 | — | |
| G-MLPMixerreproduction=reproduced2024.03 | 0.2475 | — | |
| GatedGCNparameter budget=≈ 500K, positional encoding=Tuned with PE (Tönshoff et al., 2023)2023.12 | 0.2477 | — | |
| CKGCNParameters=~ 500K2024.04 | 0.2477 | — | |
| GatedGCN2024.06 | 0.2477 | — | |
| GatedGCNParameter Budget=500,000, Architecture Category=MP2024.10 | 0.2477 | — | |
| PR-MPNN2024.05 | 0.2477 | — | |
| GatedGCNNumber of Parameters=~500K2025.02 | 0.2477 | — | |
| GatedGCNParameter budget=500k2026.04 | 0.2477 | — | |
| GatedGCN2026.04 | 0.2477 | — | |
| GatedGCN3-layer MLP readout=true, residual connections=true2025.05 | 0.2477 | 11 | |
| Graph-MambaNumber of Parameters=~500K, Year=20242025.02 | 0.2478 | — | |
| Graph-Mamba2025.05 | 0.2478 | 12.5 | |
| ExphormerBackbone=Exphormer2023.03 | 0.2481 | — | |
| EXPHORMER2024.01 | 0.2481 | — | |
| Exphormer2024.05 | 0.2481 | — | |
| Exphormer2024.06 | 0.2481 | — | |
| EXPHORMERParameter Budget=500,000, Architecture Category=Others2024.10 | 0.2481 | — | |
| Exphormer2024.05 | 0.2481 | — | |
| ExphormerParameter budget=500k2026.04 | 0.2481 | — | |
| Exphormer2026.04 | 0.2481 | — | |
| Exphormerreproduction=reproduced2024.03 | 0.2481 | — | |
| TIGT2024.02 | 0.2485 | — | |
| TIGTNumber of Parameters=~500K, Year=20242025.02 | 0.2485 | — | |
| SWANstructural and positional encoding=true2025.05 | 0.2485 | 12.5 | |
| GCN# Params=508k, Virtual Node=true2023.01 | 0.2488 | — | |
| GATParameter budget=500k2026.04 | 0.2488 | — | |
| GPS2022.05 | 0.25 | — | |
| GraphGPSBackbone=GraphGPS2023.03 | 0.25 | — | |
| GPS2023.10 | 0.25 | — | |
| GPS2024.01 | 0.25 | — | |
| GPSparameter budget=≈ 500K2023.12 | 0.25 | — | |
| GPSParameters=~ 500K2024.04 | 0.25 | — | |
| GraphGPS2024.05 | 0.25 | — | |
| GPSReference=[42]2024.06 | 0.25 | — | |
| GPS2024.02 | 0.25 | — | |
| GraphGPSNumber of Parameters=~500K, Year=20222025.02 | 0.25 | — | |
| GraphGPS2026.04 | 0.25 | — |