Node Classification on Computers (accuracy)
88.48AccuracyCD-GNN
Evaluation Results
| Method | Links | |
|---|---|---|
| CD-GNN2026.04 | 88.48 | |
| TFIRatio (%)=3.132025.10 | 88.27 | |
| MIRatio (%)=3.132025.10 | 87.67 | |
| NPTRatio (%)=3.132025.10 | 86.92 | |
| MIRatio (%)=1.562025.10 | 86.87 | |
| TFIRatio (%)=1.562025.10 | 86.65 | |
| GAT2026.04 | 84.47 | |
| TFIRatio (%)=6.252025.10 | 84.47 | |
| MIRatio (%)=6.252025.10 | 83.82 | |
| P-regBackbone=GT, Regularization Strategy=P-reg2026.05 | 82.56 | |
| SERBackbone=GT, Regularization Strategy=Structure Entropy Regularization2026.05 | 81.19 | |
| NPTRatio (%)=6.252025.10 | 81 | |
| NPTRatio (%)=1.562025.10 | 80.92 | |
| CPBackbone=GT, Regularization Strategy=Canonical Polyadic2026.05 | 80.42 | |
| NASABackbone=GT, Regularization Strategy=NASA2026.05 | 78.08 | |
| LapRBackbone=GT, Regularization Strategy=Laplacian Regularization2026.05 | 78.03 | |
| VanillaBackbone=GT, Regularization Strategy=None2026.05 | 77.12 | |
| MDGMIXShot=10-shot2026.05 | 75.57 | |
| SERBackbone=GAT2026.05 | 75.27 | |
| BRIDGEShot=10-shot2026.05 | 74.79 | |
| P-regBackbone=GAT2026.05 | 74.41 | |
| GRAPHGLUEtransfer_type=intra-domain, shots=5-shot2026.02 | 74.15 | |
| CPBackbone=GAT2026.05 | 74.14 | |
| VanillaBackbone=GAT2026.05 | 73.85 | |
| GCOPEShot=10-shot2026.05 | 73.69 | |
| LapRBackbone=GAT2026.05 | 73.59 | |
| SERBackbone=GCN2026.05 | 73.58 | |
| LapRBackbone=GCN2026.05 | 73.49 | |
| GFTtransfer_type=intra-domain, shots=5-shot2026.02 | 73.41 | |
| GCOPEtransfer_type=intra-domain, shots=5-shot2026.02 | 73.06 | |
| NASABackbone=GAT2026.05 | 72.84 | |
| SAMGPTShot=10-shot2026.05 | 72.29 | |
| P-regBackbone=GCN2026.05 | 72.22 | |
| MDGMIXShot=5-shot2026.05 | 72.1 | |
| NASABackbone=GCN2026.05 | 71.96 | |
| MDGFMShot=10-shot2026.05 | 71.42 | |
| GCOPEShot=5-shot2026.05 | 71.21 | |
| BRIDGEShot=5-shot2026.05 | 71.12 | |
| CAT2026.04 | 71.11 | |
| GINtransfer_type=intra-domain, shots=5-shot2026.02 | 69.51 | |
| VanillaBackbone=GCN2026.05 | 69.51 | |
| MDGPTShot=10-shot2026.05 | 69.46 | |
| MDGFMShot=5-shot2026.05 | 69.3 | |
| R-regBackbone=GCN2026.05 | 69.1 | |
| SAMGPTShot=5-shot2026.05 | 69.04 | |
| MDGMIXShot=3-shot2026.05 | 68.3 | |
| GCOPEShot=3-shot2026.05 | 68.27 | |
| MDGFMtransfer_type=intra-domain, shots=5-shot2026.02 | 68.19 | |
| CPBackbone=GCN2026.05 | 67.64 | |
| BRIDGEShot=3-shot2026.05 | 67.51 | |
| MDGFMShot=3-shot2026.05 | 67.15 | |
| GraphSAGEtransfer_type=intra-domain, shots=5-shot2026.02 | 66.75 | |
| GCNtransfer_type=intra-domain, shots=5-shot2026.02 | 65.78 | |
| GraphMAEtransfer_type=intra-domain, shots=5-shot2026.02 | 65.78 | |
| MDGPTShot=5-shot2026.05 | 65.17 | |
| GCN2026.04 | 64.8 | |
| SAMGPTtransfer_type=intra-domain, shots=5-shot2026.02 | 64.68 | |
| LatGRL2026.04 | 64.61 | |
| SAMGPTShot=3-shot2026.05 | 63.55 | |
| R-regBackbone=GAT2026.05 | 62.8 | |
| GCCtransfer_type=intra-domain, shots=5-shot2026.02 | 62.63 | |
| RAGraphtransfer_type=intra-domain, shots=5-shot2026.02 | 61.98 | |
| DGItransfer_type=intra-domain, shots=5-shot2026.02 | 61.02 | |
| R-GFMParadigm=Graph Foundation Models, Shots=52026.05 | 59.55 | |
| GRAPHGLUEsetting=1-shot, transfer=cross-domain2026.02 | 59.5 | |
| MDGPTShot=3-shot2026.05 | 59.28 | |
| SAMGPTParadigm=Graph Foundation Models, Shots=52026.05 | 58.81 | |
| GraphCLParadigm=Self-Supervised Pretraining with Fine-tuning, Shots=52026.05 | 57.78 | |
| GraphPrompt+Paradigm=Prompt-based Adaptation, Shots=52026.05 | 57.04 | |
| GGCN2026.04 | 56.04 | |
| R-GFMadaptation strategy=Foundation Model, shot=32026.05 | 56.02 | |
| CAGNN2026.04 | 55.92 | |
| HiTeC2025.08 | 55.81 | |
| GCOPEParadigm=Graph Foundation Models, Shots=52026.05 | 55.76 | |
| SAMGPTadaptation strategy=Foundation Model, shot=32026.05 | 55.27 | |
| R-regBackbone=GT, Regularization Strategy=R-reg2026.05 | 54.69 | |
| GFTsetting=1-shot, transfer=cross-domain2026.02 | 54.65 | |
| GCOPEsetting=1-shot, transfer=cross-domain2026.02 | 54.55 | |
| GraphPrompt+adaptation strategy=Prompt-based, shot=32026.05 | 54.43 | |
| GraphSAGE2026.04 | 54.33 | |
| MDGMIXsetting=one-shot2026.05 | 54.1 | |
| BRIDGEsetting=one-shot2026.05 | 53.61 | |
| GCOPEsetting=one-shot2026.05 | 53.28 | |
| GCOPEadaptation strategy=Foundation Model, shot=32026.05 | 53.01 | |
| PRODIGYtransfer_type=intra-domain, shots=5-shot2026.02 | 52.78 | |
| SimGRACEsetting=one-shot2026.05 | 52.05 | |
| DGIParadigm=Self-Supervised Pretraining with Fine-tuning, Shots=52026.05 | 52.03 | |
| GraphACLParadigm=Self-Supervised Pretraining with Fine-tuning, Shots=52026.05 | 51.6 | |
| SAMGPTsetting=one-shot2026.05 | 51.14 | |
| EdgePrompt+setting=one-shot2026.05 | 50.9 | |
| GPPTadaptation strategy=Prompt-based, shot=32026.05 | 49.7 | |
| MDGFMParadigm=Graph Foundation Models, Shots=52026.05 | 49.68 | |
| GraphCLadaptation strategy=Fine-tuning, shot=32026.05 | 49.62 | |
| FAGCN2026.04 | 49.57 | |
| MDGPTsetting=one-shot2026.05 | 49 | |
| RiemannGFMParadigm=Graph Foundation Models, Shots=52026.05 | 48.93 | |
| MDGFMadaptation strategy=Foundation Model, shot=32026.05 | 48.44 | |
| GraphPromptParadigm=Prompt-based Adaptation, Shots=52026.05 | 48.43 | |
| SAMGPTsetting=1-shot, transfer=cross-domain2026.02 | 47.61 | |
| GPFParadigm=Prompt-based Adaptation, Shots=52026.05 | 47.46 |