Node Classification on Citeseer transductive (test)
77AccuracyHDGCN
Evaluation results
| Method | Links | |
|---|---|---|
| HDGCNEvaluation protocol=Transductive2021.06 | 77 | |
| GCNIIEvaluation protocol=Transductive2021.06 | 76.5 | |
| GATEvaluation protocol=Transductive2021.06 | 74.3 | |
| GCNEvaluation protocol=Transductive2021.06 | 73.7 | |
| LoopyNetEvaluation protocol=Transductive2021.06 | 73.7 | |
| HDGCN-staticEvaluation protocol=Transductive2021.06 | 73.2 | |
| GraphNASEvaluation protocol=Transductive2021.06 | 73.1 | |
| GRACEEvaluation protocol=Transductive2021.06 | 72.1 | |
| IL-GRANDPerturbation Rate=0%2026.03 | 71.94 | |
| FL-GRANDPerturbation Rate=0%2026.03 | 71.65 | |
| IL-GRANDPerturbation Rate=5%2026.03 | 71.61 | |
| GRANDPerturbation Rate=0%2026.03 | 71.5 | |
| F-GCONPerturbation Rate=0%2026.03 | 71.49 | |
| F-GRANDPerturbation Rate=5%2026.03 | 71.47 | |
| IL-GCONPerturbation Rate=0%2026.03 | 71.42 | |
| F-GRANDPerturbation Rate=0%2026.03 | 71.37 | |
| GBelPerturbation Rate=0%2026.03 | 71.37 | |
| Caps2NESupervision=Unsupervised2019.11 | 71.34 | |
| IL-GRANDPerturbation Rate=10%2026.03 | 71.27 | |
| Graph-BertEvaluation protocol=Transductive2021.06 | 71.2 | |
| FL-GBelPerturbation Rate=0%2026.03 | 71.06 | |
| IL-GBelPerturbation Rate=0%2026.03 | 71.05 | |
| GRANDPerturbation Rate=5%2026.03 | 71.04 | |
| EP-BSupervision=Unsupervised2019.11 | 71.01 | |
| FL-GCONPerturbation Rate=10%2026.03 | 70.93 | |
| FL-GCONPerturbation Rate=5%2026.03 | 70.89 | |
| GATSupervision=Semi-supervised2019.11 | 70.8 | |
| F-GCONPerturbation Rate=5%2026.03 | 70.77 | |
| FL-GBelPerturbation Rate=5%2026.03 | 70.66 | |
| IL-GCONPerturbation Rate=10%2026.03 | 70.51 | |
| GCONPerturbation Rate=0%2026.03 | 70.48 | |
| FL-GCONPerturbation Rate=0%2026.03 | 70.46 | |
| IL-GCONPerturbation Rate=5%2026.03 | 70.33 | |
| GCNSetting=Transductive2017.10 | 70.3 | |
| GCN#Layers=2, #Params=0.05M2019.09 | 70.3 | |
| FL-GCONPerturbation Rate=15%2026.03 | 70.3 | |
| IL-GBelPerturbation Rate=5%2026.03 | 70.24 | |
| FL-GCONPerturbation Rate=20%2026.03 | 70.23 | |
| FL-GBelPerturbation Rate=10%2026.03 | 70.2 | |
| IL-GCONPerturbation Rate=20%2026.03 | 70.03 | |
| IL-GCONPerturbation Rate=15%2026.03 | 70 | |
| FL-GBelPerturbation Rate=15%2026.03 | 69.98 | |
| FL-GRANDPerturbation Rate=5%2026.03 | 69.89 | |
| ChebyshevSetting=Transductive2017.10 | 69.8 | |
| Chebyshev#Layers=2, #Params=0.09M2019.09 | 69.8 | |
| FL-GRANDPerturbation Rate=10%2026.03 | 69.78 | |
| IL-GCONPerturbation Rate=25%2026.03 | 69.77 | |
| F-GRANDPerturbation Rate=10%2026.03 | 69.76 | |
| GCONPerturbation Rate=5%2026.03 | 69.75 | |
| GBelPerturbation Rate=10%2026.03 | 69.54 | |
| F-GCONPerturbation Rate=10%2026.03 | 69.54 | |
| IL-GRANDPerturbation Rate=15%2026.03 | 69.4 | |
| GCNSupervision=Semi-supervised2019.11 | 69.21 | |
| FL-GCONPerturbation Rate=25%2026.03 | 69.2 | |
| IL-GBelPerturbation Rate=10%2026.03 | 69.12 | |
| ICASetting=Transductive2017.10 | 69.1 | |
| F-GBelPerturbation Rate=0%2026.03 | 68.9 | |
| GRANDPerturbation Rate=10%2026.03 | 68.88 | |
| IL-GBelPerturbation Rate=15%2026.03 | 68.73 | |
| IL-GRANDPerturbation Rate=20%2026.03 | 68.62 | |
| GBelPerturbation Rate=5%2026.03 | 68.45 | |
| FL-GRANDPerturbation Rate=15%2026.03 | 68.43 | |
| FL-GBelPerturbation Rate=20%2026.03 | 68.37 | |
| F-GBelPerturbation Rate=5%2026.03 | 68.36 | |
| FL-GRANDPerturbation Rate=20%2026.03 | 68.03 | |
| F-GRANDPerturbation Rate=15%2026.03 | 67.94 | |
| FL-GBelPerturbation Rate=25%2026.03 | 67.71 | |
| GCONPerturbation Rate=10%2026.03 | 67.4 | |
| F-GCONPerturbation Rate=15%2026.03 | 67.37 | |
| FL-GRANDPerturbation Rate=25%2026.03 | 67.23 | |
| F-GBelPerturbation Rate=10%2026.03 | 66.72 | |
| F-GCONPerturbation Rate=25%2026.03 | 66.72 | |
| IL-GBelPerturbation Rate=20%2026.03 | 66.56 | |
| F-GCONPerturbation Rate=20%2026.03 | 66.52 | |
| GRANDPerturbation Rate=15%2026.03 | 66.35 | |
| GCONPerturbation Rate=15%2026.03 | 65.78 | |
| F-GRANDPerturbation Rate=25%2026.03 | 65.46 | |
| IL-GRANDPerturbation Rate=25%2026.03 | 65.3 | |
| IL-GBelPerturbation Rate=25%2026.03 | 65.18 | |
| PlanetoidSetting=Transductive2017.10 | 64.7 | |
| F-GBelPerturbation Rate=25%2026.03 | 64.6 | |
| F-GRANDPerturbation Rate=20%2026.03 | 64.18 | |
| GBelPerturbation Rate=15%2026.03 | 63.63 | |
| F-GBelPerturbation Rate=15%2026.03 | 63.56 | |
| F-GBelPerturbation Rate=20%2026.03 | 63.38 | |
| DeepWalk+BoWSupervision=Unsupervised2019.11 | 61.87 | |
| GBelPerturbation Rate=25%2026.03 | 61.24 | |
| GRANDPerturbation Rate=25%2026.03 | 60.15 | |
| ManiRegSetting=Transductive2017.10 | 60.1 | |
| SemiEmbSetting=Transductive2017.10 | 59.6 | |
| GBelPerturbation Rate=20%2026.03 | 58.9 | |
| GRANDPerturbation Rate=20%2026.03 | 58.71 | |
| PlanetoidSupervision=Semi-supervised2019.11 | 58.58 | |
| BoWSupervision=Unsupervised2019.11 | 58.07 | |
| GCONPerturbation Rate=25%2026.03 | 57.3 | |
| GCONPerturbation Rate=20%2026.03 | 56.79 | |
| DeepWalkSupervision=Unsupervised2019.11 | 47.6 | |
| MLPSetting=Transductive2017.10 | 46.5 | |
| LPSetting=Transductive2017.10 | 45.3 | |
| DeepWalkSetting=Transductive2017.10 | 43.2 |