Graph Classification on Cora
90.26AccuracyPrevious SOTA
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Previous SOTA2026.01 | 90.26 | — | — | |
| MSTHHomeostasis Scale=Multi, Attention Mechanism=Enabled2026.01 | 89.49 | -0.77 | — | |
| BioLogicalNeuronHomeostasis Scale=Single, Attention Mechanism=Enabled2026.01 | 88.56 | — | — | |
| MSTHHomeostasis Scale=Multi, Attention Mechanism=Disabled2026.01 | 76.16 | — | — | |
| BioLogicalNeuronHomeostasis Scale=Single, Attention Mechanism=Disabled2026.01 | 74.53 | — | — | |
| SA2GFMshot=5-shot, attack=non-targeted feature attack, lambda=0.4, runs=202025.11 | 69.6 | — | — | |
| SA2GFMshot=5-shot, attack=non-targeted structure attack, lambda=0.4, runs=202025.11 | 69.5 | — | — | |
| SA2GFMshot=5-shot, attack_intensity_p=22025.11 | 69.4 | — | — | |
| GraphPromptshot=5-shot, attack=non-targeted structure attack, lambda=0.4, runs=202025.11 | 69 | — | — | |
| SA2GFMshot=5-shot, attack=targeted poisoning, p=12025.11 | 68.9 | — | — | |
| MDGFMshot=5-shot, attack=non-targeted feature attack, lambda=0.4, runs=202025.11 | 67.8 | — | — | |
| MDGFMshot=5-shot, attack_intensity_p=22025.11 | 67 | — | — | |
| SA2GFMshot=5-shot, attack=non-targeted feature attack, lambda=0.82025.11 | 66.7 | — | — | |
| SA2GFMshot=5-shot, poisoning_intensity=p = 22025.11 | 66.3 | — | — | |
| MDGFMshot=5-shot, attack=non-targeted feature attack, lambda=0.82025.11 | 65.8 | — | — | |
| MDGFMshot=5-shot, attack=non-targeted structure attack, lambda=0.4, runs=202025.11 | 65.8 | — | — | |
| MDGFMshot=5-shot, attack=targeted poisoning, p=12025.11 | 64.9 | — | — | |
| SA2GFMshot=5-shot, poisoning_intensity=p = 32025.11 | 64.6 | — | — | |
| MDGPTshot=5-shot, attack=non-targeted feature attack, lambda=0.4, runs=202025.11 | 64.2 | — | — | |
| GCOPEshot=5-shot, attack_intensity_p=22025.11 | 64.1 | — | — | |
| MDGPTshot=5-shot, attack=non-targeted structure attack, lambda=0.4, runs=202025.11 | 63.5 | — | — | |
| GCOPEshot=5-shot, attack=non-targeted feature attack, lambda=0.4, runs=202025.11 | 63.4 | — | — | |
| MDGFMshot=5-shot, poisoning_intensity=p = 22025.11 | 63.4 | — | — | |
| GraphBridgeshot=5-shot, attack_intensity_p=22025.11 | 63 | — | — | |
| MDGFMshot=5-shot, poisoning_intensity=p = 32025.11 | 62.6 | — | — | |
| GraphBridgeshot=5-shot, attack=non-targeted structure attack, lambda=0.4, runs=202025.11 | 62.4 | — | — | |
| MDGPTshot=5-shot, attack_intensity_p=22025.11 | 61.4 | — | — | |
| GraphBridgeshot=5-shot, attack=non-targeted feature attack, lambda=0.4, runs=202025.11 | 61 | — | — | |
| GraphBridgeshot=5-shot, attack=non-targeted feature attack, lambda=0.82025.11 | 60.8 | — | — | |
| GCOPEshot=5-shot, attack=non-targeted feature attack, lambda=0.82025.11 | 59.9 | — | — | |
| GraphPromptshot=5-shot, attack_intensity_p=22025.11 | 59.8 | — | — | |
| GCOPEshot=5-shot, attack=non-targeted structure attack, lambda=0.4, runs=202025.11 | 59.2 | — | — | |
| GCOPEshot=5-shot, poisoning_intensity=p = 32025.11 | 58.5 | — | — | |
| GRAPHCLshot=5-shot, attack=non-targeted feature attack, lambda=0.4, runs=202025.11 | 58.5 | — | — | |
| DGIshot=5-shot, attack_intensity_p=22025.11 | 58 | — | — | |
| GraphBridgeshot=5-shot, attack=targeted poisoning, p=12025.11 | 57.2 | — | — | |
| GraphPromptshot=5-shot, attack=non-targeted feature attack, lambda=0.4, runs=202025.11 | 57.1 | — | — | |
| GRAPHCLshot=5-shot, attack_intensity_p=22025.11 | 57.1 | — | — | |
| GraphBridgeshot=5-shot, poisoning_intensity=p = 32025.11 | 56.6 | — | — | |
| GraphBridgeshot=5-shot, poisoning_intensity=p = 22025.11 | 56.4 | — | — | |
| MDGPTshot=5-shot, attack=non-targeted feature attack, lambda=0.82025.11 | 55.1 | — | — | |
| GRAPHCLshot=5-shot, attack=non-targeted structure attack, lambda=0.4, runs=202025.11 | 54.5 | — | — | |
| MDGPTshot=5-shot, poisoning_intensity=p = 32025.11 | 53.9 | — | — | |
| DGIshot=5-shot, attack=non-targeted feature attack, lambda=0.4, runs=202025.11 | 52.9 | — | — | |
| MDGMIX2026.05 | 52.81 | — | — | |
| SAMGPT2026.05 | 52.37 | — | — | |
| MDGPTshot=5-shot, attack=targeted poisoning, p=12025.11 | 52.1 | — | — | |
| GRAPHCLshot=5-shot, attack=non-targeted feature attack, lambda=0.82025.11 | 51.9 | — | — | |
| MDGPTshot=5-shot, poisoning_intensity=p = 22025.11 | 51.5 | — | — | |
| DGIshot=5-shot, attack=targeted poisoning, p=12025.11 | 51.3 | — | — | |
| GCNshot=5-shot, attack=non-targeted feature attack, lambda=0.4, runs=202025.11 | 51.1 | — | — | |
| GraphPromptshot=5-shot, attack=targeted poisoning, p=12025.11 | 51.1 | — | — | |
| MDGFM2026.05 | 50.87 | — | — | |
| GraphPromptshot=5-shot, poisoning_intensity=p = 32025.11 | 50.8 | — | — | |
| DGIshot=5-shot, poisoning_intensity=p = 32025.11 | 50.7 | — | — | |
| BRIDGE2026.05 | 50.54 | — | — | |
| GraphPromptshot=5-shot, attack=non-targeted feature attack, lambda=0.82025.11 | 50.5 | — | — | |
| DGIshot=5-shot, poisoning_intensity=p = 22025.11 | 50.3 | — | — | |
| GraphPromptshot=5-shot, poisoning_intensity=p = 22025.11 | 50.3 | — | — | |
| GCOPEshot=5-shot, poisoning_intensity=p = 22025.11 | 50 | — | — | |
| DGIshot=5-shot, attack=non-targeted structure attack, lambda=0.4, runs=202025.11 | 49.6 | — | — | |
| GATshot=5-shot, attack_intensity_p=22025.11 | 49.1 | — | — | |
| GATshot=5-shot, attack=targeted poisoning, p=12025.11 | 49.1 | — | — | |
| GCOPEshot=5-shot, attack=targeted poisoning, p=12025.11 | 49.1 | — | — | |
| GPF+2026.05 | 48.5 | — | — | |
| GATshot=5-shot, poisoning_intensity=p = 32025.11 | 48.2 | — | — | |
| GATshot=5-shot, attack=non-targeted feature attack, lambda=0.4, runs=202025.11 | 48.1 | — | — | |
| SimGRACE2026.05 | 47.81 | — | — | |
| DGIshot=5-shot, attack=non-targeted feature attack, lambda=0.82025.11 | 47.8 | — | — | |
| GATshot=5-shot, poisoning_intensity=p = 22025.11 | 47.6 | — | — | |
| MDGPT2026.05 | 47.24 | — | — | |
| GATshot=5-shot, attack=non-targeted structure attack, lambda=0.4, runs=202025.11 | 47.1 | — | — | |
| GraphPrompt2026.05 | 46.91 | — | — | |
| GraphCL2026.05 | 46.81 | — | — | |
| GCNshot=5-shot, poisoning_intensity=p = 22025.11 | 46.8 | — | — | |
| GCNshot=5-shot, attack_intensity_p=22025.11 | 46.8 | — | — | |
| GCNshot=5-shot, attack=targeted poisoning, p=12025.11 | 46.5 | — | — | |
| GCOPE2026.05 | 45.69 | — | — | |
| GCNshot=5-shot, attack=non-targeted structure attack, lambda=0.4, runs=202025.11 | 44.9 | — | — | |
| GRAPHCLshot=5-shot, poisoning_intensity=p = 32025.11 | 43.9 | — | — | |
| GRAPHCLshot=5-shot, attack=targeted poisoning, p=12025.11 | 43.9 | — | — | |
| GAT2026.05 | 43.39 | — | — | |
| GRAPHCLshot=5-shot, poisoning_intensity=p = 22025.11 | 43.1 | — | — | |
| EdgePrompt+2026.05 | 42.87 | — | — | |
| GCNshot=5-shot, poisoning_intensity=p = 32025.11 | 42.3 | — | — | |
| GATshot=5-shot, attack=non-targeted feature attack, lambda=0.82025.11 | 42.1 | — | — | |
| GCN2026.05 | 41.36 | — | — | |
| GCNshot=5-shot, attack=non-targeted feature attack, lambda=0.82025.11 | 40.4 | — | — | |
| BRIDGEShot=3-shot2026.05 | — | — | 56.11 | |
| BRIDGEShot=5-shot2026.05 | — | — | 59.26 | |
| BRIDGEShot=10-shot2026.05 | — | — | 66.35 | |
| GCOPEShot=3-shot2026.05 | — | — | 63.58 | |
| GCOPEShot=5-shot2026.05 | — | — | 66.09 | |
| GCOPEShot=10-shot2026.05 | — | — | 68.93 | |
| MDGFMShot=3-shot2026.05 | — | — | 63.45 | |
| MDGFMShot=5-shot2026.05 | — | — | 65.83 | |
| MDGFMShot=10-shot2026.05 | — | — | 67.33 | |
| MDGMIXShot=3-shot2026.05 | — | — | 65.09 | |
| MDGMIXShot=5-shot2026.05 | — | — | 67.48 | |
| MDGMIXShot=10-shot2026.05 | — | — | 69.67 |