Graph Classification on PubMed
91.67AccuracyPrevious SOTA
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Previous SOTA2026.01 | 91.67 | — | — | |
| MSTHHomeostasis Scale=Multi, Attention Mechanism=Enabled2026.01 | 90.97 | -0.7 | — | |
| MSTHHomeostasis Scale=Multi, Attention Mechanism=Disabled2026.01 | 88.77 | — | — | |
| BioLogicalNeuronHomeostasis Scale=Single, Attention Mechanism=Enabled2026.01 | 88.28 | — | — | |
| BioLogicalNeuronHomeostasis Scale=Single, Attention Mechanism=Disabled2026.01 | 88.18 | — | — | |
| RAG-GFMSetting=LODO (dataset), m-shot=52026.01 | 71.5 | — | — | |
| UniGraphSetting=LODO (dataset), m-shot=52026.01 | 71.4 | — | — | |
| GraphCLIPSetting=LODO (dataset), m-shot=52026.01 | 71.3 | — | — | |
| GraphBridgeshot=5-shot, attack=non-targeted feature attack, lambda=0.82025.11 | 70.9 | — | — | |
| GraphBridgeshot=5-shot, attack=non-targeted feature attack, lambda=0.4, runs=202025.11 | 70.9 | — | — | |
| GraphBridgeshot=5-shot, attack=non-targeted structure attack, lambda=0.4, runs=202025.11 | 70.9 | — | — | |
| GCOPEshot=5-shot, attack_intensity_p=22025.11 | 70.3 | — | — | |
| ZeroGSetting=LODO (dataset), m-shot=52026.01 | 70.2 | — | — | |
| MDGFMshot=5-shot, attack=non-targeted structure attack, lambda=0.4, runs=202025.11 | 70.1 | — | — | |
| SA2GFMshot=5-shot, attack=non-targeted feature attack, lambda=0.4, runs=202025.11 | 69.9 | — | — | |
| SA2GFMshot=5-shot, attack=non-targeted structure attack, lambda=0.4, runs=202025.11 | 69.9 | — | — | |
| SA2GFMshot=5-shot, attack_intensity_p=22025.11 | 69.8 | — | — | |
| SA2GFMshot=5-shot, attack=targeted poisoning, p=12025.11 | 69.1 | — | — | |
| SAMGPTSetting=LODO (dataset), m-shot=52026.01 | 68 | — | — | |
| MDGPTSetting=LODO (dataset), m-shot=52026.01 | 67.6 | — | — | |
| OFASetting=LODO (dataset), m-shot=52026.01 | 67.2 | — | — | |
| MDGFMshot=5-shot, attack=non-targeted feature attack, lambda=0.4, runs=202025.11 | 67.2 | — | — | |
| MDGFMSetting=LODO (dataset), m-shot=52026.01 | 67.1 | — | — | |
| MDGFMshot=5-shot, attack=targeted poisoning, p=12025.11 | 67.1 | — | — | |
| SA2GFMshot=5-shot, attack=non-targeted feature attack, lambda=0.82025.11 | 67 | — | — | |
| GCOPEshot=5-shot, attack=non-targeted structure attack, lambda=0.4, runs=202025.11 | 66.8 | — | — | |
| GCOPESetting=LODO (dataset), m-shot=52026.01 | 66.4 | — | — | |
| SA2GFMshot=5-shot, poisoning_intensity=p = 22025.11 | 66.4 | — | — | |
| MDGFMshot=5-shot, attack_intensity_p=22025.11 | 66 | — | — | |
| MDGFMshot=5-shot, attack=non-targeted feature attack, lambda=0.82025.11 | 65.6 | — | — | |
| DGIshot=5-shot, attack=non-targeted feature attack, lambda=0.4, runs=202025.11 | 65.4 | — | — | |
| SA2GFMshot=5-shot, poisoning_intensity=p = 32025.11 | 64.5 | — | — | |
| GRAPHCLshot=5-shot, attack=non-targeted feature attack, lambda=0.4, runs=202025.11 | 63.8 | — | — | |
| GraphBridgeshot=5-shot, attack_intensity_p=22025.11 | 63.4 | — | — | |
| MDGFMshot=5-shot, poisoning_intensity=p = 32025.11 | 62.9 | — | — | |
| MDGPTshot=5-shot, attack=non-targeted feature attack, lambda=0.4, runs=202025.11 | 62.9 | — | — | |
| MDGPTshot=5-shot, attack=non-targeted structure attack, lambda=0.4, runs=202025.11 | 62.7 | — | — | |
| RAG-GFMSetting=LODO (dataset), m-shot=12026.01 | 62.4 | — | — | |
| MDGPTshot=5-shot, attack_intensity_p=22025.11 | 62.1 | — | — | |
| UniGraphSetting=LODO (dataset), m-shot=12026.01 | 61.5 | — | — | |
| ZeroGSetting=LODO (dataset), m-shot=12026.01 | 61.4 | — | — | |
| DGIshot=5-shot, attack=non-targeted feature attack, lambda=0.82025.11 | 61.1 | — | — | |
| GCNshot=5-shot, attack=non-targeted feature attack, lambda=0.4, runs=202025.11 | 61.1 | — | — | |
| GraphCLIPSetting=LODO (dataset), m-shot=12026.01 | 60.7 | — | — | |
| GraphCLSetting=LODO (dataset), m-shot=52026.01 | 60 | — | — | |
| GRAPHCLshot=5-shot, attack=non-targeted feature attack, lambda=0.82025.11 | 59.8 | — | — | |
| InfoGraphSetting=LODO (dataset), m-shot=52026.01 | 59.7 | — | — | |
| OFASetting=LODO (dataset), m-shot=12026.01 | 59.7 | — | — | |
| GCOPEshot=5-shot, poisoning_intensity=p = 32025.11 | 59.3 | — | — | |
| GATshot=5-shot, attack=non-targeted feature attack, lambda=0.4, runs=202025.11 | 59.3 | — | — | |
| GCOPEshot=5-shot, attack=non-targeted feature attack, lambda=0.4, runs=202025.11 | 59.3 | — | — | |
| MDGPTshot=5-shot, attack=non-targeted feature attack, lambda=0.82025.11 | 58.9 | — | — | |
| MDGPTshot=5-shot, attack=targeted poisoning, p=12025.11 | 58.4 | — | — | |
| MDGFMshot=5-shot, poisoning_intensity=p = 22025.11 | 58.2 | — | — | |
| DGIshot=5-shot, attack=targeted poisoning, p=12025.11 | 57.8 | — | — | |
| SAMGPTSetting=LODO (dataset), m-shot=12026.01 | 57.7 | — | — | |
| DGIshot=5-shot, attack_intensity_p=22025.11 | 57.4 | — | — | |
| GRAPHCLshot=5-shot, attack=non-targeted structure attack, lambda=0.4, runs=202025.11 | 56.9 | — | — | |
| MDGPTshot=5-shot, poisoning_intensity=p = 22025.11 | 56.5 | — | — | |
| MDGMIX2026.05 | 56.42 | — | — | |
| GCOPEshot=5-shot, attack=targeted poisoning, p=12025.11 | 56.2 | — | — | |
| MDGFMSetting=LODO (dataset), m-shot=12026.01 | 56 | — | — | |
| GCOPEshot=5-shot, attack=non-targeted feature attack, lambda=0.82025.11 | 55.8 | — | — | |
| MDGPTSetting=LODO (dataset), m-shot=12026.01 | 55.5 | — | — | |
| GraphPromptshot=5-shot, attack=non-targeted feature attack, lambda=0.4, runs=202025.11 | 55.5 | — | — | |
| GCNSetting=LODO (dataset), m-shot=52026.01 | 55.4 | — | — | |
| GraphBridgeshot=5-shot, poisoning_intensity=p = 32025.11 | 55.4 | — | — | |
| GCOPEshot=5-shot, poisoning_intensity=p = 22025.11 | 55.2 | — | — | |
| GraphBridgeshot=5-shot, attack=targeted poisoning, p=12025.11 | 54.8 | — | — | |
| GATSetting=LODO (dataset), m-shot=52026.01 | 54.5 | — | — | |
| GCOPESetting=LODO (dataset), m-shot=12026.01 | 54.4 | — | — | |
| MDGPTshot=5-shot, poisoning_intensity=p = 32025.11 | 54.3 | — | — | |
| GATshot=5-shot, attack=non-targeted feature attack, lambda=0.82025.11 | 53.8 | — | — | |
| GraphPromptshot=5-shot, attack_intensity_p=22025.11 | 53.8 | — | — | |
| GCOPE2026.05 | 53.67 | — | — | |
| MDGFM2026.05 | 53.44 | — | — | |
| GPF+2026.05 | 53.02 | — | — | |
| DGIshot=5-shot, attack=non-targeted structure attack, lambda=0.4, runs=202025.11 | 52.4 | — | — | |
| SimGRACE2026.05 | 52.39 | — | — | |
| GraphPrompt2026.05 | 51.73 | — | — | |
| GRAPHCLshot=5-shot, attack_intensity_p=22025.11 | 51.7 | — | — | |
| GraphCL2026.05 | 51.65 | — | — | |
| GraphPromptshot=5-shot, attack=non-targeted structure attack, lambda=0.4, runs=202025.11 | 51.4 | — | — | |
| GCNshot=5-shot, attack=non-targeted structure attack, lambda=0.4, runs=202025.11 | 50.9 | — | — | |
| GCNshot=5-shot, attack=non-targeted feature attack, lambda=0.82025.11 | 50.8 | — | — | |
| GRAPHCLshot=5-shot, poisoning_intensity=p = 22025.11 | 50.8 | — | — | |
| GAT2026.05 | 50.78 | — | — | |
| MDGPT2026.05 | 50.77 | — | — | |
| GraphPromptshot=5-shot, attack=non-targeted feature attack, lambda=0.82025.11 | 50.7 | — | — | |
| DGIshot=5-shot, poisoning_intensity=p = 32025.11 | 50.6 | — | — | |
| SAMGPT2026.05 | 50.42 | — | — | |
| GraphBridgeshot=5-shot, poisoning_intensity=p = 22025.11 | 50.2 | — | — | |
| GCN2026.05 | 50.09 | — | — | |
| DGIshot=5-shot, poisoning_intensity=p = 22025.11 | 49.9 | — | — | |
| GRAPHCLshot=5-shot, attack=targeted poisoning, p=12025.11 | 49.8 | — | — | |
| InfoGraphSetting=LODO (dataset), m-shot=12026.01 | 49.1 | — | — | |
| GraphPromptshot=5-shot, attack=targeted poisoning, p=12025.11 | 49.1 | — | — | |
| BRIDGE2026.05 | 49.03 | — | — | |
| EdgePrompt+2026.05 | 48.49 | — | — | |
| GraphPromptshot=5-shot, poisoning_intensity=p = 22025.11 | 48.3 | — | — |