Node Classification on Citeseer (inductive)
76.09AccuracyFL-GBel
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| FL-GBelAttack=TDGIA, Adversarial Training=true2026.03 | 76.09 | — | — | |
| FL-GRANDAttack=clean2026.03 | 75.66 | — | — | |
| FL-GBelAttack=TDGIA, Adversarial Training=false2026.03 | 75.63 | — | — | |
| IL-GRANDAttack=clean2026.03 | 75.47 | — | — | |
| IL-GBelAttack=TDGIA, Adversarial Training=false2026.03 | 75.35 | — | — | |
| FL-GBelAttack=clean2026.03 | 75.03 | — | — | |
| FL-GRANDAttack=clean, Adversarial Training=false2026.03 | 75.03 | — | — | |
| GRANDAttack=clean, Adversarial Training=false2026.03 | 74.98 | — | — | |
| FL-GRANDAttack=clean, Adversarial Training=true2026.03 | 74.88 | — | — | |
| GCONAttack=clean, Adversarial Training=false2026.03 | 74.84 | — | — | |
| FL-GBelAttack=clean, Adversarial Training=false2026.03 | 74.69 | — | — | |
| IL-GRANDAttack=clean, Adversarial Training=false2026.03 | 74.66 | — | — | |
| IL-GBelAttack=clean, Adversarial Training=false2026.03 | 74.56 | — | — | |
| FL-GCONAttack=clean, Adversarial Training=false2026.03 | 74.36 | — | — | |
| HANGAttack=clean, Adversarial Training=false2026.03 | 74.11 | — | — | |
| FL-GCONAttack=clean, Adversarial Training=true2026.03 | 73.51 | — | — | |
| FL-GRANDAttack=TDGIA2026.03 | 73.14 | — | — | |
| FL-GBelAttack=clean, Adversarial Training=true2026.03 | 73.04 | — | — | |
| GRANDAttack=clean2026.03 | 72.52 | — | — | |
| FL-GBelAttack=PGD, Adversarial Training=true2026.03 | 70.46 | — | — | |
| SAGEBackbone=GraphSAGE2021.10 | 69.75 | — | — | |
| GBelAttack=clean, Adversarial Training=false2026.03 | 69.62 | — | — | |
| GLNNBackbone=MLP2021.10 | 69.25 | 9.19 | -0.5 | |
| NFGNNtest subset=observed2022.12 | 68.79 | — | — | |
| BernNettest subset=observed2022.12 | 68.23 | — | — | |
| FL-GRANDAttack=PGD, Adversarial Training=true2026.03 | 67.97 | — | — | |
| APPNPtest subset=observed2022.12 | 67.73 | — | — | |
| HANGAttack=PGD, Adversarial Training=false2026.03 | 67.54 | — | — | |
| IL-GBelAttack=PGD, Adversarial Training=false2026.03 | 67.02 | — | — | |
| FL-GCONAttack=TDGIA, Adversarial Training=true2026.03 | 67.01 | — | — | |
| GPRGNNtest subset=observed2022.12 | 66.82 | — | — | |
| FL-GRANDAttack=PGD, Adversarial Training=false2026.03 | 66.79 | — | — | |
| IL-GRANDAttack=PGD, Adversarial Training=false2026.03 | 66.58 | — | — | |
| FL-GCONAttack=TDGIA, Adversarial Training=false2026.03 | 66.46 | — | — | |
| FL-GBelAttack=PGD, Adversarial Training=false2026.03 | 66.21 | — | — | |
| IL-GCONAttack=TDGIA, Adversarial Training=false2026.03 | 66.14 | — | — | |
| FL-GCONAttack=PGD, Adversarial Training=true2026.03 | 65.23 | — | — | |
| IL-GCONAttack=clean, Adversarial Training=false2026.03 | 64.09 | — | — | |
| HANGAttack=TDGIA, Adversarial Training=false2026.03 | 63.29 | — | — | |
| MLPBackbone=MLP2021.10 | 60.06 | — | — | |
| FL-GCONAttack=PGD, Adversarial Training=false2026.03 | 58.23 | — | — | |
| FL-GRANDAttack=TDGIA, Adversarial Training=true2026.03 | 55.37 | — | — | |
| IL-GRANDAttack=TDGIA, Adversarial Training=false2026.03 | 54.91 | — | — | |
| FL-GRANDAttack=TDGIA, Adversarial Training=false2026.03 | 54.31 | — | — | |
| IL-GCONAttack=PGD, Adversarial Training=false2026.03 | 52 | — | — | |
| GCONAttack=PGD, Adversarial Training=false2026.03 | 42.78 | — | — | |
| GRANDAttack=PGD, Adversarial Training=false2026.03 | 38.57 | — | — | |
| GCONAttack=TDGIA, Adversarial Training=false2026.03 | 33.55 | — | — | |
| GBelAttack=PGD, Adversarial Training=false2026.03 | 32.24 | — | — | |
| GRANDAttack=TDGIA, Adversarial Training=false2026.03 | 30.11 | — | — | |
| GBelAttack=TDGIA, Adversarial Training=false2026.03 | 16.26 | — | — |