Node Classification on Cora inductive
89.58AccuracyFL-GRAND
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| FL-GRANDAttack=clean, Adversarial Training=false2026.03 | 89.58 | — | — | |
| FL-GRANDAttack=clean, Adversarial Training=true2026.03 | 89.24 | — | — | |
| IL-GRANDAttack=clean, Adversarial Training=false2026.03 | 89.12 | — | — | |
| FL-GRANDAttack=clean2026.03 | 88.95 | — | — | |
| IL-GRANDAttack=clean2026.03 | 88.88 | — | — | |
| HANGAttack=clean, Adversarial Training=false2026.03 | 88.31 | — | — | |
| IL-GCONAttack=clean, Adversarial Training=false2026.03 | 87.97 | — | — | |
| GRANDAttack=clean, Adversarial Training=false2026.03 | 87.53 | — | — | |
| HANGAttack=clean2026.03 | 87.13 | — | — | |
| FL-GCONAttack=clean, Adversarial Training=true2026.03 | 87.13 | — | — | |
| FL-GCONAttack=clean2026.03 | 87.1 | — | — | |
| FL-GBelAttack=clean, Adversarial Training=false2026.03 | 87.03 | — | — | |
| IL-GCONAttack=clean2026.03 | 86.97 | — | — | |
| FL-GBelAttack=clean2026.03 | 86.74 | — | — | |
| IL-GBelAttack=clean, Adversarial Training=false2026.03 | 86.47 | — | — | |
| F-GRANDAttack=clean2026.03 | 86.44 | — | — | |
| GBelAttack=clean, Adversarial Training=false2026.03 | 86.13 | — | — | |
| FL-GBelAttack=clean, Adversarial Training=true2026.03 | 85.79 | — | — | |
| IL-GBelAttack=clean2026.03 | 85.73 | — | — | |
| FL-GCONAttack=clean, Adversarial Training=false2026.03 | 85.53 | — | — | |
| GCONAttack=clean, Adversarial Training=false2026.03 | 84.69 | — | — | |
| GCONAttack=clean2026.03 | 83.1 | — | — | |
| FL-GBelAttack=MetaGIA2026.03 | 82.84 | — | — | |
| FL-GBelAttack=PGD2026.03 | 82.6 | — | — | |
| F-GCONAttack=clean2026.03 | 82.42 | — | — | |
| GRANDAttack=clean2026.03 | 82.24 | — | — | |
| IL-GBelAttack=MetaGIA2026.03 | 82.2 | — | — | |
| FL-GBelAttack=TDGIA2026.03 | 81.87 | — | — | |
| SAGEBackbone=GraphSAGE2021.10 | 81.33 | — | — | |
| IL-GBelAttack=PGD2026.03 | 80.86 | — | — | |
| FL-GRANDAttack=PGD2026.03 | 80.76 | — | — | |
| HANGAttack=TDGIA2026.03 | 79.76 | — | — | |
| GBelAttack=clean2026.03 | 79.07 | — | — | |
| IL-GRANDAttack=PGD2026.03 | 79.01 | — | — | |
| FL-GRANDAttack=MetaGIA2026.03 | 78.69 | — | — | |
| HANGAttack=PGD2026.03 | 78.37 | — | — | |
| FL-GRANDAttack=TDGIA2026.03 | 78.06 | — | — | |
| F-GBelAttack=clean2026.03 | 77.55 | — | — | |
| HANGAttack=MetaGIA2026.03 | 77.48 | — | — | |
| FL-GCONAttack=TDGIA2026.03 | 77.06 | — | — | |
| IL-GRANDAttack=MetaGIA2026.03 | 74.64 | — | — | |
| FL-GCONAttack=PGD2026.03 | 74.28 | — | — | |
| GLNNBackbone=MLP2021.10 | 73.82 | 14.73 | -7.51 | |
| IL-GBelAttack=TDGIA2026.03 | 73.67 | — | — | |
| IL-GRANDAttack=TDGIA2026.03 | 73.41 | — | — | |
| FL-GRANDAttack=PGD, Adversarial Training=true2026.03 | 72.75 | — | — | |
| IL-GCONAttack=PGD2026.03 | 72.71 | — | — | |
| FL-GRANDAttack=PGD, Adversarial Training=false2026.03 | 72.22 | — | — | |
| F-GBelAttack=MetaGIA2026.03 | 71.98 | — | — | |
| IL-GRANDAttack=PGD, Adversarial Training=false2026.03 | 70.01 | — | — | |
| F-GBelAttack=PGD2026.03 | 69.5 | — | — | |
| FL-GBelAttack=TDGIA, Adversarial Training=true2026.03 | 69.12 | — | — | |
| FL-GCONAttack=MetaGIA2026.03 | 67.74 | — | — | |
| HANGAttack=PGD, Adversarial Training=false2026.03 | 67.69 | — | — | |
| FL-GBelAttack=TDGIA, Adversarial Training=false2026.03 | 67.54 | — | — | |
| IL-GBelAttack=TDGIA, Adversarial Training=false2026.03 | 66.98 | — | — | |
| GBelAttack=MetaGIA2026.03 | 66.74 | — | — | |
| HANGAttack=TDGIA, Adversarial Training=false2026.03 | 64.54 | — | — | |
| F-GCONAttack=MetaGIA2026.03 | 63.97 | — | — | |
| GBelAttack=PGD2026.03 | 63.93 | — | — | |
| IL-GCONAttack=MetaGIA2026.03 | 61.56 | — | — | |
| FL-GBelAttack=PGD, Adversarial Training=true2026.03 | 61.35 | — | — | |
| IL-GCONAttack=TDGIA2026.03 | 60.46 | — | — | |
| IL-GBelAttack=PGD, Adversarial Training=false2026.03 | 59.87 | — | — | |
| FL-GBelAttack=PGD, Adversarial Training=false2026.03 | 59.43 | — | — | |
| FL-GRANDAttack=TDGIA, Adversarial Training=true2026.03 | 59.32 | — | — | |
| MLPBackbone=MLP2021.10 | 59.09 | — | — | |
| IL-GRANDAttack=TDGIA, Adversarial Training=false2026.03 | 58.55 | — | — | |
| F-GBelAttack=TDGIA2026.03 | 56.94 | — | — | |
| F-GCONAttack=PGD2026.03 | 56.7 | — | — | |
| FL-GRANDAttack=TDGIA, Adversarial Training=false2026.03 | 56.65 | — | — | |
| F-GRANDAttack=PGD2026.03 | 56.38 | — | — | |
| FL-GCONAttack=TDGIA, Adversarial Training=true2026.03 | 55.9 | — | — | |
| IL-GCONAttack=TDGIA, Adversarial Training=false2026.03 | 55.14 | — | — | |
| F-GRANDAttack=TDGIA2026.03 | 54.88 | — | — | |
| FL-GCONAttack=TDGIA, Adversarial Training=false2026.03 | 54.44 | — | — | |
| F-GCONAttack=TDGIA2026.03 | 54.24 | — | — | |
| FL-GCONAttack=PGD, Adversarial Training=true2026.03 | 53.9 | — | — | |
| IL-GCONAttack=PGD, Adversarial Training=false2026.03 | 53.45 | — | — | |
| F-GRANDAttack=MetaGIA2026.03 | 53.36 | — | — | |
| GBelAttack=TDGIA2026.03 | 53.22 | — | — | |
| FL-GCONAttack=PGD, Adversarial Training=false2026.03 | 52.96 | — | — | |
| GCONAttack=MetaGIA2026.03 | 52.21 | — | — | |
| GCONAttack=PGD2026.03 | 48.38 | — | — | |
| GCONAttack=TDGIA2026.03 | 46.43 | — | — | |
| GRANDAttack=TDGIA2026.03 | 40 | — | — | |
| GRANDAttack=MetaGIA2026.03 | 37.89 | — | — | |
| GBelAttack=PGD, Adversarial Training=false2026.03 | 37.16 | — | — | |
| GRANDAttack=PGD2026.03 | 36.8 | — | — | |
| GRANDAttack=PGD, Adversarial Training=false2026.03 | 36.02 | — | — | |
| GCONAttack=PGD, Adversarial Training=false2026.03 | 35.83 | — | — | |
| GCONAttack=TDGIA, Adversarial Training=false2026.03 | 33.05 | — | — | |
| GBelAttack=TDGIA, Adversarial Training=false2026.03 | 15.46 | — | — | |
| GRANDAttack=TDGIA, Adversarial Training=false2026.03 | 14.72 | — | — |