Node Classification on Computer (test)
75.3AccuracyOFA
Evaluation results
| Method | Links | ||
|---|---|---|---|
| OFASetting=Supervised2026.05 | 75.3 | 68.7 | |
| GRAPHREACTSetting=Supervised2026.05 | 68.7 | 51.3 | |
| LLAGASetting=Supervised2026.05 | 64.2 | 56.2 | |
| DIFFORMERSetting=Supervised2026.05 | 62.9 | 46.7 | |
| GATSetting=Supervised2026.05 | 60.9 | 59.8 | |
| DGISetting=Supervised2026.05 | 59.4 | 45.2 | |
| TEA-GLMSetting=Supervised2026.05 | 57.8 | 49.6 | |
| GRAPHSAGESetting=Supervised2026.05 | 53.4 | 34.7 | |
| NODEFORMERSetting=Supervised2026.05 | 43.4 | 28.8 | |
| GCNSetting=Supervised2026.05 | 42.4 | 38.6 | |
| MLPSetting=Supervised2026.05 | 42 | 26.7 | |
| GLNNSetting=Supervised2026.05 | 39.3 | 24.3 | |
| VICUNA-7B-V1.5Setting=Supervised2026.05 | 37.2 | 30.4 | |
| GKDSetting=Supervised2026.05 | 35.1 | 15.5 | |
| PPRGoCategory=GNNs2026.06 | 0.9113 | — | |
| GRAPH CASCADESVariant=GCN-TAS2026.06 | 0.9087 | — | |
| GCN-TASBackbone=GCN, Cascade Strategy=TAS2026.06 | 0.9087 | — | |
| GCN-TASMethod Category=GNN-based Architectures, Rewiring=TAS2026.06 | 0.9087 | — | |
| GRAND+Category=GNNs2026.06 | 0.9085 | — | |
| GophormerCategory=GTs2026.06 | 0.906 | — | |
| GraphSAGECategory=GNNs2026.06 | 0.9039 | — | |
| GCNCategory=GNNs2026.06 | 0.903 | — | |
| GCNBackbone=GCN, Cascade Strategy=None2026.06 | 0.903 | — | |
| GCNMethod Category=GNN-based Architectures2026.06 | 0.903 | — | |
| PolyFormerCategory=GTs2026.06 | 0.896 | — | |
| CR-MASBackbone=CR-Graphormer, Cascade Strategy=MAS2026.06 | 0.8944 | — | |
| CR-MASMethod Category=Tokenized Sparse-Attention GTs, Rewiring=MAS2026.06 | 0.8944 | — | |
| VCR-MASBackbone=VCR, Cascade Strategy=MAS2026.06 | 0.8943 | — | |
| VCR-MASMethod Category=Tokenized Sparse-Attention GTs, Rewiring=MAS2026.06 | 0.8943 | — | |
| GCN-MASBackbone=GCN, Cascade Strategy=MAS2026.06 | 0.8934 | — | |
| GCN-MASMethod Category=GNN-based Architectures, Rewiring=MAS2026.06 | 0.8934 | — | |
| CR-TASBackbone=CR-Graphormer, Cascade Strategy=TAS2026.06 | 0.8933 | — | |
| CR-TASMethod Category=Tokenized Sparse-Attention GTs, Rewiring=TAS2026.06 | 0.8933 | — | |
| ExphormerCategory=GTs2026.06 | 0.8922 | — | |
| NAG-TASBackbone=NAG, Cascade Strategy=TAS2026.06 | 0.8919 | — | |
| NAG-TASMethod Category=Tokenized Sparse-Attention GTs, Rewiring=TAS2026.06 | 0.8919 | — | |
| NAG-MASBackbone=NAG, Cascade Strategy=MAS2026.06 | 0.891 | — | |
| NAG-MASMethod Category=Tokenized Sparse-Attention GTs, Rewiring=MAS2026.06 | 0.891 | — | |
| VCR-TASBackbone=VCR, Cascade Strategy=TAS2026.06 | 0.8895 | — | |
| VCR-TASMethod Category=Tokenized Sparse-Attention GTs, Rewiring=TAS2026.06 | 0.8895 | — | |
| NAGCategory=GTs2026.06 | 0.8866 | — | |
| NAGBackbone=NAG, Cascade Strategy=None2026.06 | 0.8866 | — | |
| NAGMethod Category=Tokenized Sparse-Attention GTs2026.06 | 0.8866 | — | |
| SpecFormerCategory=GTs2026.06 | 0.8805 | — | |
| SGFormerCategory=GTs2026.06 | 0.854 | — | |
| VCRCategory=GTs2026.06 | 0.8245 | — | |
| VCRBackbone=VCR, Cascade Strategy=None2026.06 | 0.8245 | — | |
| VCRMethod Category=Tokenized Sparse-Attention GTs2026.06 | 0.8245 | — | |
| WholeSize=87229, Evaluation Protocol=Original graph training2026.06 | 0.722 | — | |
| TAGSAMSize=500, Evaluation Protocol=Zero-shot classification2026.06 | 0.706 | — | |
| TAGSAMSize=200, Evaluation Protocol=Zero-shot classification2026.06 | 0.644 | — | |
| TAGSAMSize=100, Evaluation Protocol=Zero-shot classification2026.06 | 0.621 | — | |
| MTT-TAGSize=500, Evaluation Protocol=Zero-shot classification2026.06 | 0.616 | — | |
| MTT-KNNSize=500, Evaluation Protocol=Zero-shot classification2026.06 | 0.598 | — | |
| MTT-TAGSize=200, Evaluation Protocol=Zero-shot classification2026.06 | 0.567 | — | |
| MTT-KNNSize=200, Evaluation Protocol=Zero-shot classification2026.06 | 0.567 | — | |
| GCond*Size=500, Evaluation Protocol=Zero-shot classification2026.06 | 0.501 | — | |
| RandomSize=500, Evaluation Protocol=Zero-shot classification2026.06 | 0.498 | — | |
| K-CenterSize=500, Evaluation Protocol=Zero-shot classification2026.06 | 0.49 | — | |
| GCond*Size=200, Evaluation Protocol=Zero-shot classification2026.06 | 0.484 | — | |
| MTT-TAGSize=100, Evaluation Protocol=Zero-shot classification2026.06 | 0.48 | — | |
| RandomSize=200, Evaluation Protocol=Zero-shot classification2026.06 | 0.464 | — | |
| K-CenterSize=200, Evaluation Protocol=Zero-shot classification2026.06 | 0.454 | — | |
| GCond*Size=100, Evaluation Protocol=Zero-shot classification2026.06 | 0.438 | — | |
| K-CenterSize=100, Evaluation Protocol=Zero-shot classification2026.06 | 0.424 | — | |
| MTT-KNNSize=100, Evaluation Protocol=Zero-shot classification2026.06 | 0.373 | — | |
| HerdingSize=500, Evaluation Protocol=Zero-shot classification2026.06 | 0.353 | — | |
| RandomSize=100, Evaluation Protocol=Zero-shot classification2026.06 | 0.324 | — | |
| HerdingSize=200, Evaluation Protocol=Zero-shot classification2026.06 | 0.304 | — | |
| HerdingSize=100, Evaluation Protocol=Zero-shot classification2026.06 | 0.215 | — |