Node Classification Accuracy on Cora
84.5AccuracySGFormer
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SGFormer2026.07 | 84.5 | — | |
| Polynormer2026.07 | 83.25 | — | |
| GOAT2026.07 | 83.18 | — | |
| GAT2026.07 | 83 | — | |
| GraphGPS2026.07 | 82.84 | — | |
| Exphormer2026.07 | 82.77 | — | |
| X-LogSMaskConfiguration=ours2026.07 | 82.7 | — | |
| GraphSAGE2026.07 | 82.68 | — | |
| NodeFormer2026.07 | 82.2 | — | |
| NAGphormer2026.07 | 82.12 | — | |
| GCNDiffusion Mechanism=KHG, K=82026.06 | 82.04 | — | |
| GRAND-lDiffusion Mechanism=-nl-rw2026.06 | 81.7 | — | |
| GCN2026.07 | 81.6 | — | |
| GRAND-lDiffusion Mechanism=-nl2026.06 | 81.55 | — | |
| GCNDiffusion Mechanism=PPR2026.06 | 81.3 | — | |
| GCNDiffusion Mechanism=Heat2026.06 | 81.24 | — | |
| GRAND-lDiffusion Mechanism=None2026.06 | 81.21 | — | |
| TAGCNDiffusion Mechanism=KHG, K=192026.06 | 81.16 | — | |
| TAGCNDiffusion Mechanism=Heat2026.06 | 81.14 | — | |
| TAGCNDiffusion Mechanism=PPR2026.06 | 81.07 | — | |
| GCNDiffusion Mechanism=None2026.06 | 80.82 | — | |
| X-LogSMaskLayers=12026.07 | 80.8 | — | |
| TAGCNDiffusion Mechanism=None2026.06 | 80.67 | — | |
| ChebNetDiffusion Mechanism=KHG, K=172026.06 | 80.01 | — | |
| ChebNetDiffusion Mechanism=Heat2026.06 | 79.96 | — | |
| ChebNetDiffusion Mechanism=PPR2026.06 | 79.78 | — | |
| SGCDiffusion Mechanism=KHG, K=22026.06 | 78.11 | — | |
| ChebNetDiffusion Mechanism=None2026.06 | 77.72 | — | |
| SGCDiffusion Mechanism=Heat2026.06 | 77.5 | — | |
| SGCDiffusion Mechanism=PPR2026.06 | 77.36 | — | |
| JKNetDiffusion Mechanism=KHG, K=72026.06 | 77.31 | — | |
| JKNetDiffusion Mechanism=PPR2026.06 | 77.04 | — | |
| SGCDiffusion Mechanism=None2026.06 | 76 | — | |
| JKNetDiffusion Mechanism=Heat2026.06 | 75.54 | — | |
| JKNetDiffusion Mechanism=None2026.06 | 73.92 | — | |
| GraspLLMLLM Backbone=LLaMA-3.1-8B, Evaluation Protocol=In-D2026.06 | 63.5 | — | |
| GraspLLMLLM Backbone=Qwen3-8B, Evaluation Protocol=In-D2026.06 | 62.4 | — | |
| GraspLLMLLM Backbone=Vicuna-7B-v1.5, Evaluation Protocol=In-D2026.06 | 61.4 | — | |
| GraspLLMLLM Backbone=Mistral-7B-v0.3, Evaluation Protocol=In-D2026.06 | 61.3 | — | |
| GraspLLMLLM Backbone=Qwen3-8B, Source Domain=Reddit, Evaluation Protocol=Cr-D2026.06 | 60.5 | — | |
| GraspLLMLLM Backbone=Vicuna-7B-v1.5, Source Domain=Reddit, Evaluation Protocol=Cr-D2026.06 | 38.8 | — | |
| GraspLLMLLM Backbone=LLaMA-3.1-8B, Source Domain=Reddit, Evaluation Protocol=Cr-D2026.06 | 35.8 | — | |
| GraspLLMLLM Backbone=Mistral-7B-v0.3, Source Domain=Reddit, Evaluation Protocol=Cr-D2026.06 | 31.9 | — | |
| CleanVictim Model=GCN2026.07 | — | 19.8 | |
| CleanVictim Model=SGC2026.07 | — | 21.5 | |
| CleanVictim Model=APPNP2026.07 | — | 31.4 | |
| CleanVictim Model=GAT2026.07 | — | 21 | |
| G2A2CVictim Model=GCN2026.07 | — | 33.1 | |
| G2A2CVictim Model=SGC2026.07 | — | 38.56 | |
| G2A2CVictim Model=APPNP2026.07 | — | 34.14 | |
| G2A2CVictim Model=GAT2026.07 | — | 26.54 | |
| GCIAVictim Model=GCN2026.07 | — | 34.52 | |
| GCIAVictim Model=SGC2026.07 | — | 37.44 | |
| GCIAVictim Model=APPNP2026.07 | — | 38.72 | |
| GCIAVictim Model=GAT2026.07 | — | 27.64 | |
| PGDVictim Model=GCN2026.07 | — | 47.97 | |
| PGDVictim Model=SGC2026.07 | — | 48.28 | |
| PGDVictim Model=APPNP2026.07 | — | 40.21 | |
| PGDVictim Model=GAT2026.07 | — | 44.76 | |
| RandomVictim Model=GCN2026.07 | — | 23.66 | |
| RandomVictim Model=SGC2026.07 | — | 26.14 | |
| RandomVictim Model=APPNP2026.07 | — | 34.36 | |
| RandomVictim Model=GAT2026.07 | — | 22.02 | |
| TDGIAVictim Model=GCN2026.07 | — | 28.6 | |
| TDGIAVictim Model=SGC2026.07 | — | 30.44 | |
| TDGIAVictim Model=APPNP2026.07 | — | 42.44 | |
| TDGIAVictim Model=GAT2026.07 | — | 28.78 | |
| TIRBAVictim Model=GCN2026.07 | — | 63.8 | |
| TIRBAVictim Model=SGC2026.07 | — | 69.06 | |
| TIRBAVictim Model=APPNP2026.07 | — | 68.72 | |
| TIRBAVictim Model=GAT2026.07 | — | 51.08 |