Node Classification on Film
39.8AccuracyANS-GT
Evaluation results
| Method | Links | |
|---|---|---|
| ANS-GT2023.08 | 39.8 | |
| Graphormer2023.08 | 39.2 | |
| GNSN2026.05 | 38.88 | |
| RDGNN-I2024.06 | 38.69 | |
| RDGNN-S2024.06 | 38.55 | |
| Conn-NSD2022.06 | 37.91 | |
| SADE-GCN2023.05 | 37.91 | |
| Conn-NSD2025.11 | 37.91 | |
| GREAD-BS2022.11 | 37.9 | |
| GREAD†2024.06 | 37.9 | |
| GREAD2026.05 | 37.9 | |
| O(d)-NSD2022.06 | 37.81 | |
| Sheaf2022.11 | 37.81 | |
| GGCN2024.06 | 37.81 | |
| Sheaf2026.05 | 37.81 | |
| Gen-NSD2022.06 | 37.8 | |
| Gen-NSD2025.11 | 37.8 | |
| Diag-NSD2022.06 | 37.79 | |
| NSD†2024.06 | 37.79 | |
| GREAD-FB*2022.11 | 37.7 | |
| GloGNN++2023.05 | 37.7 | |
| GREAD-ST2022.11 | 37.66 | |
| RandNode-NSD2022.06 | 37.54 | |
| GGCN2022.06 | 37.54 | |
| GGCN2022.11 | 37.54 | |
| GGCN2023.05 | 37.54 | |
| GGCN2026.05 | 37.54 | |
| GCNII2022.06 | 37.44 | |
| GCNII2022.11 | 37.44 | |
| GCNII2023.05 | 37.44 | |
| Cont BundleChebySDcontinuous-time=true2025.11 | 37.42 | |
| RandEdge-NSD2022.06 | 37.4 | |
| GREAD-FB2022.11 | 37.4 | |
| GloGNN2022.11 | 37.35 | |
| GloGNN2023.05 | 37.35 | |
| GloGNN2026.05 | 37.35 | |
| G2†2024.06 | 37.3 | |
| Cont Gen-NSDtype=Continuous2022.02 | 37.28 | |
| Cont Gen-NSDcontinuous-time=true2025.11 | 37.28 | |
| GREAD-AC2022.11 | 37.21 | |
| DiagChebyT1SDSheaf Type=Diagonal, Polynomial=Chebyshev, Order=T12025.11 | 37.14 | |
| GRAFF†2024.06 | 37.11 | |
| ACMII-GCN++2024.06 | 37.09 | |
| GREAD-Z2022.11 | 37.01 | |
| Cont Diag-NSDtype=Continuous2022.02 | 36.85 | |
| Cont Diag-NSDcontinuous-time=true2025.11 | 36.85 | |
| UGTpre-training=true2023.08 | 36.84 | |
| Cont DiagChebySDcontinuous-time=true2025.11 | 36.8 | |
| Cont GeneralChebySDcontinuous-time=true2025.11 | 36.76 | |
| GREAD-F2022.11 | 36.72 | |
| MLP2022.06 | 36.53 | |
| MLP2022.11 | 36.53 | |
| WRGAT2022.11 | 36.53 | |
| WRGAT2024.06 | 36.53 | |
| MLP2023.05 | 36.53 | |
| WRGAT2023.05 | 36.53 | |
| Cont O(d)-NSDtype=Continuous2022.02 | 36.39 | |
| Cont O(d)-NSDcontinuous-time=true2025.11 | 36.39 | |
| ACM-GCN2022.11 | 36.28 | |
| ACM-GCN2023.05 | 36.28 | |
| ACM-GCN2026.05 | 36.28 | |
| ACM-GCN+2023.05 | 36.26 | |
| LINKX2022.11 | 36.1 | |
| LINKX2024.06 | 36.1 | |
| LINKX2023.05 | 36.1 | |
| LINX2026.05 | 36.1 | |
| GRAFF2022.11 | 36.09 | |
| GRAFF2026.05 | 36.09 | |
| CGNN2022.02 | 35.95 | |
| CGNN2022.11 | 35.95 | |
| CGNNcontinuous-time=true2025.11 | 35.95 | |
| GCON-GAT2022.11 | 35.85 | |
| WRGAT2023.08 | 35.78 | |
| DMP†2024.06 | 35.72 | |
| H2GCN2022.06 | 35.7 | |
| H2GCN2022.11 | 35.7 | |
| H2GCN2024.06 | 35.7 | |
| HGCN2023.05 | 35.7 | |
| H2GCN2026.05 | 35.7 | |
| BLEND2022.02 | 35.63 | |
| BLEND2022.11 | 35.63 | |
| BLENDcontinuous-time=true2025.11 | 35.63 | |
| BLEND2026.05 | 35.63 | |
| GRAND2022.02 | 35.62 | |
| GRAND2022.11 | 35.62 | |
| GRAND2024.06 | 35.62 | |
| GRANDcontinuous-time=true2025.11 | 35.62 | |
| GRAND2026.05 | 35.62 | |
| GPS2023.08 | 35.37 | |
| GDE2022.11 | 35.36 | |
| GPR-GNN2023.05 | 35.16 | |
| FAGCN2022.06 | 34.87 | |
| FA-GCN2022.11 | 34.87 | |
| FAGCN2024.06 | 34.87 | |
| FAGCN2023.05 | 34.82 | |
| GCON-GCN2022.11 | 34.65 | |
| GPRGNN2022.06 | 34.63 | |
| GPR-GNN2022.11 | 34.63 | |
| GPRGNN2024.06 | 34.63 | |
| GT2023.08 | 34.55 |