Node Classification on Cora transductive (test)
88.6AccuracyHDGCN
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| HDGCNEvaluation protocol=Transductive2021.06 | 88.6 | — | — | |
| GATEvaluation protocol=Transductive2021.06 | 86.4 | — | — | |
| GCNIIEvaluation protocol=Transductive2021.06 | 86.4 | — | — | |
| GCNEvaluation protocol=Transductive2021.06 | 85.8 | — | — | |
| Graph-BertEvaluation protocol=Transductive2021.06 | 84.3 | — | — | |
| GraphNASEvaluation protocol=Transductive2021.06 | 84.2 | — | — | |
| HDGCN-staticEvaluation protocol=Transductive2021.06 | 84.2 | — | — | |
| LoopyNetEvaluation protocol=Transductive2021.06 | 83.9 | — | — | |
| GRACEEvaluation protocol=Transductive2021.06 | 83.3 | — | — | |
| GCONPerturbation Rate=0%2026.03 | 83.1 | — | — | |
| GRANDPerturbation Rate=0%2026.03 | 82.24 | — | — | |
| FL-GRANDPerturbation Rate=0%2026.03 | 81.75 | — | — | |
| GATSupervision=Semi-supervised2019.11 | 81.72 | — | — | |
| GCNAvailable data=X, A, Y2018.09 | 81.5 | — | — | |
| GCNSetting=Transductive2017.10 | 81.5 | — | — | |
| GCN#Layers=2, #Params=0.02M2019.09 | 81.5 | — | — | |
| F-GRANDPerturbation Rate=0%2026.03 | 81.25 | — | — | |
| ChebyshevSetting=Transductive2017.10 | 81.2 | — | — | |
| Chebyshev#Layers=2, #Params=0.09M2019.09 | 81.2 | — | — | |
| FL-GRANDPerturbation Rate=5%2026.03 | 81.04 | — | — | |
| F-GCONPerturbation Rate=0%2026.03 | 80.91 | — | — | |
| IL-GCONPerturbation Rate=0%2026.03 | 80.67 | — | — | |
| GLNNSetting=transductive2021.10 | 80.54 | 21.32 | 0.02 | |
| Caps2NESupervision=Unsupervised2019.11 | 80.53 | — | — | |
| SAGESetting=transductive2021.10 | 80.52 | — | — | |
| GBelPerturbation Rate=0%2026.03 | 80.28 | — | — | |
| FL-GRANDPerturbation Rate=10%2026.03 | 80.08 | — | — | |
| FL-GCONPerturbation Rate=0%2026.03 | 80 | — | — | |
| HGCNEvaluation protocol=Transductive2021.06 | 79.9 | — | — | |
| FL-GRANDPerturbation Rate=15%2026.03 | 79.83 | — | — | |
| GCNSupervision=Semi-supervised2019.11 | 79.59 | — | — | |
| IL-GBelPerturbation Rate=0%2026.03 | 79.32 | — | — | |
| F-GBelPerturbation Rate=0%2026.03 | 79.05 | — | — | |
| GRANDPerturbation Rate=5%2026.03 | 78.97 | — | — | |
| F-GRANDPerturbation Rate=5%2026.03 | 78.84 | — | — | |
| IL-GRANDPerturbation Rate=0%2026.03 | 78.56 | — | — | |
| FL-GBelPerturbation Rate=0%2026.03 | 78.4 | — | — | |
| FL-GRANDPerturbation Rate=20%2026.03 | 78.2 | — | — | |
| EP-BSupervision=Unsupervised2019.11 | 78.05 | — | — | |
| GCONPerturbation Rate=5%2026.03 | 77.9 | — | — | |
| F-GCONPerturbation Rate=5%2026.03 | 77.8 | — | — | |
| GBelPerturbation Rate=5%2026.03 | 77.7 | — | — | |
| IL-GBelPerturbation Rate=5%2026.03 | 77.53 | — | — | |
| IL-GCONPerturbation Rate=5%2026.03 | 77.11 | — | — | |
| IL-GRANDPerturbation Rate=5%2026.03 | 77.04 | — | — | |
| FL-GRANDPerturbation Rate=25%2026.03 | 76.7 | — | — | |
| F-GRANDPerturbation Rate=10%2026.03 | 76.61 | — | — | |
| IL-GRANDPerturbation Rate=10%2026.03 | 76.58 | — | — | |
| IL-GRANDPerturbation Rate=15%2026.03 | 76.48 | — | — | |
| IL-GRANDPerturbation Rate=20%2026.03 | 76.48 | — | — | |
| FL-GBelPerturbation Rate=5%2026.03 | 76.26 | — | — | |
| FL-GCONPerturbation Rate=5%2026.03 | 76.2 | — | — | |
| DeepWalk+BoWSupervision=Unsupervised2019.11 | 76.15 | — | — | |
| F-GBelPerturbation Rate=5%2026.03 | 76.1 | — | — | |
| IL-GRANDPerturbation Rate=25%2026.03 | 75.99 | — | — | |
| PlanetoidAvailable data=X, A, Y2018.09 | 75.7 | — | — | |
| PlanetoidSetting=Transductive2017.10 | 75.7 | — | — | |
| IL-GCONPerturbation Rate=10%2026.03 | 75.55 | — | — | |
| FL-GCONPerturbation Rate=10%2026.03 | 75.2 | — | — | |
| FL-GBelPerturbation Rate=10%2026.03 | 75.15 | — | — | |
| ICASetting=Transductive2017.10 | 75.1 | — | — | |
| GRANDPerturbation Rate=10%2026.03 | 75.02 | — | — | |
| F-GCONPerturbation Rate=10%2026.03 | 74.63 | — | — | |
| FL-GBelPerturbation Rate=15%2026.03 | 74.31 | — | — | |
| GBelPerturbation Rate=10%2026.03 | 74.3 | — | — | |
| IL-GBelPerturbation Rate=10%2026.03 | 74.19 | — | — | |
| F-GBelPerturbation Rate=10%2026.03 | 74.03 | — | — | |
| IL-GCONPerturbation Rate=15%2026.03 | 73.99 | — | — | |
| FL-GBelPerturbation Rate=20%2026.03 | 73.64 | — | — | |
| F-GRANDPerturbation Rate=15%2026.03 | 73.42 | — | — | |
| FL-GCONPerturbation Rate=15%2026.03 | 73.22 | — | — | |
| F-GBelPerturbation Rate=15%2026.03 | 73.01 | — | — | |
| F-GCONPerturbation Rate=15%2026.03 | 73.01 | — | — | |
| FL-GCONPerturbation Rate=20%2026.03 | 72.99 | — | — | |
| IL-GBelPerturbation Rate=20%2026.03 | 72.91 | — | — | |
| FL-GBelPerturbation Rate=25%2026.03 | 72.72 | — | — | |
| GCONPerturbation Rate=10%2026.03 | 72.53 | — | — | |
| IL-GCONPerturbation Rate=20%2026.03 | 72.48 | — | — | |
| IL-GBelPerturbation Rate=15%2026.03 | 72.35 | — | — | |
| FL-GCONPerturbation Rate=25%2026.03 | 72.17 | — | — | |
| GBelPerturbation Rate=15%2026.03 | 72.14 | — | — | |
| PlanetoidSupervision=Semi-supervised2019.11 | 71.9 | — | — | |
| IL-GBelPerturbation Rate=25%2026.03 | 71.72 | — | — | |
| GRANDPerturbation Rate=15%2026.03 | 71.43 | — | — | |
| DeepWalkSupervision=Unsupervised2019.11 | 71.11 | — | — | |
| IL-GCONPerturbation Rate=25%2026.03 | 70.02 | — | — | |
| GCONPerturbation Rate=15%2026.03 | 69.83 | — | — | |
| F-GBelPerturbation Rate=20%2026.03 | 69.35 | — | — | |
| F-GRANDPerturbation Rate=20%2026.03 | 69.27 | — | — | |
| F-GCONPerturbation Rate=20%2026.03 | 69.23 | — | — | |
| LPAvailable data=A, Y2018.09 | 68 | — | — | |
| LPSetting=Transductive2017.10 | 68 | — | — | |
| F-GBelPerturbation Rate=25%2026.03 | 67.63 | — | — | |
| DeepWalkAvailable data=A2018.09 | 67.2 | — | — | |
| DeepWalkSetting=Transductive2017.10 | 67.2 | — | — | |
| GBelPerturbation Rate=20%2026.03 | 65.41 | — | — | |
| F-GCONPerturbation Rate=25%2026.03 | 65.27 | — | — | |
| F-GRANDPerturbation Rate=25%2026.03 | 64.47 | — | — | |
| GBelPerturbation Rate=25%2026.03 | 62.31 | — | — | |
| GRANDPerturbation Rate=20%2026.03 | 60.53 | — | — |