Node Classification on CiteSeer (Accuracy, ΔAcc)
76.5AccuracyAdNGCL
Evaluation results
| Method | Links | ||
|---|---|---|---|
| AdNGCL2026.05 | 76.5 | — | |
| NegAmp.2026.05 | 75.92 | — | |
| USGCL2026.05 | 75.9 | — | |
| MVGRL2026.05 | 73.3 | — | |
| AdaS2026.05 | 73.16 | — | |
| OFA2026.05 | 73.04 | — | |
| COSTA2026.05 | 72.9 | — | |
| GRAM2026.05 | 72.9 | — | |
| BGRL2026.05 | 72.32 | — | |
| GRACE2026.05 | 72.1 | — | |
| AF-GCL2026.05 | 71.96 | — | |
| SCORE2026.05 | 71.33 | — | |
| AFRepsilon=∞2026.04 | 70.8 | 0 | |
| ALL-IN2026.05 | 69.12 | — | |
| AFRepsilon=102026.04 | 69 | 1.8 | |
| DGI2026.05 | 68.8 | — | |
| GraphAny2026.05 | 68.42 | — | |
| ULTRAConfig=3G2026.05 | 67.4 | — | |
| RiemannGFM2026.05 | 66.38 | — | |
| AFRepsilon=52026.04 | 66 | 4.8 | |
| GLEM-LM2026.05 | 66 | — | |
| ALL-INProperties=02026.05 | 65.96 | — | |
| GCN2026.05 | 64.52 | — | |
| GPF-Plus2026.05 | 59.67 | — | |
| AFRepsilon=22026.04 | 59.5 | 11.3 | |
| GIN2026.05 | 58.8 | — | |
| OpenGraph2026.05 | 58.58 | — | |
| GraphText2026.05 | 58.24 | — | |
| GPrompt2026.05 | 53.21 | — | |
| AFRepsilon=12026.04 | 52 | 18.8 | |
| Label Propagation2026.05 | 51.3 | — | |
| MLP2026.05 | 48.56 | — | |
| MDGMIXsetting=one-shot2026.05 | 44.56 | — | |
| MDGPT2026.05 | 42.5 | — | |
| GraphCLsetting=one-shot2026.05 | 41.25 | — | |
| All-in-One2026.05 | 40.41 | — | |
| BRIDGEsetting=one-shot2026.05 | 38.68 | — | |
| GPF+setting=one-shot2026.05 | 38.53 | — | |
| GraphPromptsetting=one-shot2026.05 | 37.75 | — | |
| MDGFMsetting=one-shot2026.05 | 37.58 | — | |
| GPPT2026.05 | 37.26 | — | |
| SAMGPTsetting=one-shot2026.05 | 36.79 | — | |
| SimGRACEsetting=one-shot2026.05 | 34.92 | — | |
| GCOPEsetting=one-shot2026.05 | 34.79 | — | |
| MDGPTsetting=one-shot2026.05 | 33.93 | — | |
| GATsetting=one-shot2026.05 | 33.26 | — | |
| EdgePrompt+setting=one-shot2026.05 | 32.19 | — | |
| GCOPE2026.05 | 31.18 | — | |
| GPF2026.05 | 31.16 | — | |
| GCNsetting=one-shot2026.05 | 29.61 | — | |
| AnyGraph2026.05 | 19.32 | — |