Node Classification on Computers (accuracy, Avg.Rank)
93AccuracyGAE
Evaluation results
| Method | Links | ||
|---|---|---|---|
| GAEMethod Category=Gen2025.12 | 93 | 14 | |
| GraphCLMethod Category=CL2025.12 | 90.3 | 10.3 | |
| w/o Step 1Method Category=Variants2025.12 | 90.1 | 8.3 | |
| FUELMethod Category=Proposed2025.12 | 90.1 | 2.4 | |
| BGRLMethod Category=CL2025.12 | 90 | 8.4 | |
| w/o SKMethod Category=Variants2025.12 | 89.9 | 5.5 | |
| DSSLMethod Category=Non-homophilic2025.12 | 89.7 | 13 | |
| w/o ExpMethod Category=Variants2025.12 | 89.7 | 6.1 | |
| MaskGAEMethod Category=Gen2025.12 | 89.6 | 9.5 | |
| NeCoMethod Category=Non-homophilic2025.12 | 89.1 | 13.1 | |
| w/o Step 2Method Category=Variants2025.12 | 88.9 | 8.6 | |
| GraphMAEMethod Category=Gen2025.12 | 88.8 | 9.7 | |
| GREETMethod Category=Non-homophilic2025.12 | 88.3 | 7.8 | |
| HGRLMethod Category=Non-homophilic2025.12 | 88.1 | 10.6 | |
| MVGRLMethod Category=CL2025.12 | 88 | 12.1 | |
| HeterGCLMethod Category=Non-homophilic2025.12 | 87.6 | 9.2 | |
| DGIMethod Category=CL2025.12 | 87.5 | 11.7 | |
| PolyGCLMethod Category=Non-homophilic2025.12 | 87.4 | 9.1 | |
| HLCLMethod Category=Non-homophilic2025.12 | 87.3 | 15.5 | |
| GAT2026.03 | 82.13 | — | |
| GCN2026.03 | 81.89 | — | |
| Naive XMethod Category=Naive2025.12 | 81.8 | 14 | |
| GPRGNN2026.03 | 81.37 | — | |
| GNFBC2026.03 | 80.43 | — | |
| H2GCN2026.03 | 80.13 | — | |
| FAGCN2026.03 | 79.73 | — | |
| MSD-OSelected Operators (S1, S2)=A, Â2026.02 | 79.27 | — | |
| GNFBC(w/o Lneg)negative feedback loss=excluded2026.03 | 78.94 | — | |
| RAW-GNN2026.03 | 78.86 | — | |
| RUM2026.03 | 77.83 | — | |
| LG-GNN2026.03 | 76.42 | — | |
| SGC2026.03 | 75.28 | — | |
| RF2026.03 | 73.42 | — | |
| GRAPHGLUEn-shot=5-shot2026.02 | 73.2 | — | |
| GCOPEn-shot=5-shot2026.02 | 72.2 | — | |
| GraphSearch-FBackbone=Qwen2.5-72B-Instruct, Evaluation Protocol=Zero-shot2026.01 | 71 | 2 | |
| GraphICL-S1Backbone=Qwen2.5-72B-Instruct, Evaluation Protocol=Zero-shot2026.01 | 70.9 | 2.3 | |
| MLP2026.03 | 70.46 | — | |
| GraphICL-S2Backbone=Qwen2.5-72B-Instruct, Evaluation Protocol=Zero-shot2026.01 | 70.2 | 4.3 | |
| GraphSearch-FBackbone=Qwen2.5-32B-Instruct, Evaluation Protocol=Zero-shot2026.01 | 69.9 | 1.8 | |
| GraphSearch-RBackbone=Qwen2.5-72B-Instruct, Evaluation Protocol=Zero-shot2026.01 | 69.6 | 2.3 | |
| GINn-shot=5-shot2026.02 | 69.5 | — | |
| GCNGraph Shift Operator (GSO)=Adjacency (A)2026.02 | 69.32 | — | |
| GFTn-shot=5-shot2026.02 | 69.1 | — | |
| GCNGraph Shift Operator (GSO)=Normalized Adjacency (Â)2026.02 | 68.91 | — | |
| GraphSearch-RBackbone=Qwen2.5-32B-Instruct, Evaluation Protocol=Zero-shot2026.01 | 68.1 | 2.7 | |
| GraphSearch-R2026.01 | 68.1 | — | |
| GraphSAGEn-shot=5-shot2026.02 | 66.7 | — | |
| GraphICL-S1Backbone=Qwen2.5-32B-Instruct, Evaluation Protocol=Zero-shot2026.01 | 66.5 | 2.2 | |
| GCNn-shot=5-shot2026.02 | 65.7 | — | |
| GraphMAEn-shot=5-shot2026.02 | 65.7 | — | |
| GraphICL-S2Backbone=Qwen2.5-32B-Instruct, Evaluation Protocol=Zero-shot2026.01 | 65.6 | 4.2 | |
| MDGFMn-shot=5-shot2026.02 | 64 | — | |
| Graph-CoTBackbone=Qwen2.5-32B-Instruct, Evaluation Protocol=Zero-shot2026.01 | 62.6 | 6.5 | |
| GCCn-shot=5-shot2026.02 | 62.6 | — | |
| RAGraphn-shot=5-shot2026.02 | 62.3 | — | |
| GCNGraph Shift Operator (GSO)=Heat Kernel (H)2026.02 | 62.01 | — | |
| DGIn-shot=5-shot2026.02 | 61 | — | |
| Search-o1Backbone=Qwen2.5-32B-Instruct, Evaluation Protocol=Zero-shot2026.01 | 60.9 | 5 | |
| SAMGPTn-shot=5-shot2026.02 | 60.8 | — | |
| Chain-of-ThoughtBackbone=Qwen2.5-72B-Instruct, Evaluation Protocol=Zero-shot2026.01 | 60.7 | 6 | |
| Search-o1Backbone=Qwen2.5-72B-Instruct, Evaluation Protocol=Zero-shot2026.01 | 60.4 | 4.3 | |
| Graph-CoTBackbone=Qwen2.5-72B-Instruct, Evaluation Protocol=Zero-shot2026.01 | 60.3 | 6.7 | |
| GRAPHGLUEn-shot=1-shot2026.02 | 59.5 | — | |
| Chain-of-ThoughtBackbone=Qwen2.5-32B-Instruct, Evaluation Protocol=Zero-shot2026.01 | 57.3 | 5.7 | |
| GFTn-shot=1-shot2026.02 | 54.6 | — | |
| GCOPEn-shot=1-shot2026.02 | 54.5 | — | |
| PRODIGYn-shot=5-shot2026.02 | 52.7 | — | |
| GCNGraph Shift Operator (GSO)=Identity (Q)2026.02 | 47.72 | — | |
| SAMGPTn-shot=1-shot2026.02 | 47.6 | — | |
| MDGFMn-shot=1-shot2026.02 | 46.6 | — | |
| RAGraphn-shot=1-shot2026.02 | 46.2 | — | |
| PRODIGYn-shot=1-shot2026.02 | 45.3 | — | |
| GINn-shot=1-shot2026.02 | 44.7 | — | |
| GraphSAGEn-shot=1-shot2026.02 | 35.4 | — | |
| DGIn-shot=1-shot2026.02 | 35.2 | — | |
| GCCn-shot=1-shot2026.02 | 34.8 | — | |
| GCNn-shot=1-shot2026.02 | 33.8 | — | |
| GraphMAEn-shot=1-shot2026.02 | 33.8 | — | |
| GraphPrompter2026.01 | 26.4 | — | |
| GCNGraph Shift Operator (GSO)=Laplacian (L)2026.02 | 26.27 | — | |
| GCN2026.01 | 16.56 | — | |
| GCNGraph Shift Operator (GSO)=Symmetric Normalized Laplacian (Lsym)2026.02 | 16.06 | — | |
| GCNGraph Shift Operator (GSO)=Random Walk Laplacian (Lrw)2026.02 | 13.76 | — | |
| SAGE2026.01 | 3.89 | — |