Graph regression on Peptides struct (test)
0.2425MAEUniGCN
Evaluation Results
| Method | Links | |
|---|---|---|
| UniGCN2026.05 | 0.2425 | |
| TF+GFSEBackbone=Transformer, Structural Encoding=GFSE2025.04 | 0.2436 | |
| Schrödinger2026.05 | 0.2439 | |
| Graph ViT2026.05 | 0.2449 | |
| MGT + WavePENo. Params=499k2023.02 | 0.2453 | |
| MGTPositional Encoding=WavePE2023.08 | 0.2453 | |
| GraphGPSencoding=HDSE2023.08 | 0.2457 | |
| GRITParameters=~500K2023.05 | 0.246 | |
| GRIT2023.08 | 0.246 | |
| GCN2026.05 | 0.246 | |
| GRIT2026.05 | 0.246 | |
| Lie UniGCN2026.05 | 0.246 | |
| GPS+GPSEBackbone=GPS, Structural Encoding=GPSE2025.04 | 0.2464 | |
| GINE2026.05 | 0.2473 | |
| GPS+GFSEBackbone=GPS, Structural Encoding=GFSE2025.04 | 0.2474 | |
| Graph ViT/MLP-Mixer2023.08 | 0.2475 | |
| GatedGCN2026.05 | 0.2477 | |
| TF+GPSEBackbone=Transformer, Structural Encoding=GPSE2025.04 | 0.2479 | |
| Exphormer2023.08 | 0.2481 | |
| Exphormer2026.05 | 0.2481 | |
| MGT + LapPENo. Params=499k2023.02 | 0.2488 | |
| MGT + RWPENo. Params=499k2023.02 | 0.2496 | |
| GPSParameters=~500K2023.05 | 0.25 | |
| GraphGPS2023.08 | 0.25 | |
| GPSBackbone=GPS, Structural Encoding=None2025.04 | 0.25 | |
| TransformerComplexity=O(N^2), Positional Encoding=Baseline2025.09 | 0.25 | |
| GPS+LapPEBackbone=GPS, Structural Encoding=LapPE2025.04 | 0.2501 | |
| CRAWL2026.05 | 0.2506 | |
| GPS2026.05 | 0.2509 | |
| GCN+GFSEBackbone=GCN, Structural Encoding=GFSE2025.04 | 0.2513 | |
| TF+LapPEBackbone=Transformer, Structural Encoding=LapPE2025.04 | 0.2514 | |
| CIN++2023.06 | 0.2523 | |
| TransformerEncoding=LapPE2023.06 | 0.2529 | |
| Transformer + LapPENo. Params=488k2023.02 | 0.2529 | |
| Transformer+LapPEParameters=~500K2023.05 | 0.2529 | |
| GT2023.08 | 0.2529 | |
| DRew2023.08 | 0.2536 | |
| DRew2026.05 | 0.2536 | |
| SANEncoding=RWSE2023.06 | 0.2545 | |
| SAN + RWPENo. Params=500k2023.02 | 0.2545 | |
| SAN+RWSEParameters=~500K2023.05 | 0.2545 | |
| SANPositional Encoding=RWSE2023.08 | 0.2545 | |
| GUMP2026.05 | 0.2564 | |
| WIREModel Architecture=Performer, Complexity=O(N)2025.09 | 0.2566 | |
| GIN+GPSEBackbone=GIN, Structural Encoding=GPSE2025.04 | 0.2581 | |
| PerformerComplexity=O(N), Positional Encoding=Baseline2025.09 | 0.2616 | |
| GIN+LapPEBackbone=GIN, Structural Encoding=LapPE2025.04 | 0.265 | |
| GIN+GFSEBackbone=GIN, Structural Encoding=GFSE2025.04 | 0.2674 | |
| SANEncoding=LapPE2023.06 | 0.2683 | |
| SAN + LapPENo. Params=493k2023.02 | 0.2683 | |
| SAN+LapPEParameters=~500K2023.05 | 0.2683 | |
| GCN+LapPEBackbone=GCN, Structural Encoding=LapPE2025.04 | 0.2688 | |
| S-CGIBDomain Adaptation=true2024.12 | 0.269 | |
| GCN+GPSEBackbone=GCN, Structural Encoding=GPSE2025.04 | 0.271 | |
| GPS+RWSEBackbone=GPS, Structural Encoding=RWSE2025.04 | 0.2739 | |
| S-CGIBDomain Adaptation=false2024.12 | 0.306 | |
| GraphFPCF2023.10 | 0.3137 | |
| MGSSL2024.12 | 0.322 | |
| GraphFP2024.12 | 0.327 | |
| GCN+RWSEBackbone=GCN, Structural Encoding=RWSE2025.04 | 0.327 | |
| GIN+RWSEBackbone=GIN, Structural Encoding=RWSE2025.04 | 0.3282 | |
| MICRO-Graph2024.12 | 0.332 | |
| TF+RWSEBackbone=Transformer, Structural Encoding=RWSE2025.04 | 0.3344 | |
| GatedGCNEncoding=RWSE2023.06 | 0.3357 | |
| GatedGCN + RWPENo. Params=506k2023.02 | 0.3357 | |
| GatedGCN+RWSEParameters=~500K2023.05 | 0.3357 | |
| GatedGCN+RWSEstructural encoding=RWSE2023.10 | 0.3357 | |
| GatedGCNPositional Encoding=RWSE2023.08 | 0.3357 | |
| GatedGCN2023.06 | 0.342 | |
| GatedGCNNo. Params=509k2023.02 | 0.342 | |
| GatedGCNParameters=~500K2023.05 | 0.342 | |
| GatedGCN2023.10 | 0.342 | |
| GatedGCN2023.08 | 0.342 | |
| GCNII2023.06 | 0.3471 | |
| GCNII2023.10 | 0.3471 | |
| GCN2023.06 | 0.3496 | |
| GCNNo. Params=508k2023.02 | 0.3496 | |
| GCNParameters=~500K2023.05 | 0.3496 | |
| GCN2023.10 | 0.3496 | |
| GCN2023.08 | 0.3496 | |
| GCNBackbone=GCN, Structural Encoding=None2025.04 | 0.3496 | |
| GINE2023.06 | 0.3547 | |
| GINENo. Params=476k2023.02 | 0.3547 | |
| GINEParameters=~500K2023.05 | 0.3547 | |
| GIN2023.10 | 0.3547 | |
| GINE2023.08 | 0.3547 | |
| GINBackbone=GIN, Structural Encoding=None2025.04 | 0.3547 | |
| SimSGT2024.12 | 0.358 | |
| MoAMa2024.12 | 0.365 | |
| GROVE2024.12 | 0.376 | |
| GraphLoG2024.12 | 0.419 | |
| TransformerBackbone=Transformer, Structural Encoding=None2025.04 | 0.4192 | |
| MLP2023.06 | 0.4351 | |
| JOAO2024.12 | 0.463 | |
| JOAOv22024.12 | 0.541 | |
| EdgePred2024.12 | 0.546 | |
| Infomax2024.12 | 0.574 | |
| AttrMasking2024.12 | 0.58 | |
| ContextPred2024.12 | 0.587 | |
| GraphCL2024.12 | 0.973 |