Node classification on Actor (test)
0.4181Mean AccuracyHiGCN
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| HiGCNOrder=22023.09 | 0.4181 | — | — | |
| BernNet2023.09 | 0.4179 | — | — | |
| HiGCNOrder=12023.09 | 0.4157 | — | — | |
| ASPECTEvaluation Protocol=linear protocol2026.04 | 0.4155 | — | — | |
| HiGCNOrder=32023.09 | 0.4129 | — | — | |
| POLYGCLEvaluation Protocol=linear protocol2026.04 | 0.4115 | — | — | |
| HiGCNOrder=42023.09 | 0.4113 | — | — | |
| HLCLEvaluation Protocol=linear protocol2026.04 | 0.4056 | — | — | |
| MLP2023.09 | 0.4019 | — | — | |
| S3GCLEvaluation Protocol=linear protocol2026.04 | 0.4006 | — | — | |
| GPRGNN2023.09 | 0.3992 | — | — | |
| APPNP2023.09 | 0.3966 | — | — | |
| GloGNN2023.10 | 0.3959 | — | — | |
| GPRGNNModel Type=Deep2022.02 | 0.393 | — | — | |
| S2V2023.09 | 0.3922 | — | — | |
| APPNPModel Type=Deep2022.02 | 0.3886 | — | — | |
| SignGT2023.10 | 0.3865 | — | — | |
| MLPModel Type=Deep2022.02 | 0.3858 | — | — | |
| Specformer2023.10 | 0.3826 | — | — | |
| D2MoEBackbone=SAGE, Method Category=Ours2026.04 | 0.3826 | — | — | |
| GGCN2023.09 | 0.3809 | — | — | |
| ChebNet2023.09 | 0.3802 | — | — | |
| GCN-ChebyModel Type=Deep2022.02 | 0.3802 | — | — | |
| GraphFMVariant=NFT2024.07 | 0.3801 | — | — | |
| D2MoEBackbone=GCN, Method Category=Ours2026.04 | 0.3801 | — | — | |
| NLMLP2020.05 | 0.379 | — | — | |
| GPRGNN2023.10 | 0.3786 | — | — | |
| ANS-GT-2022Method Category=GT2026.04 | 0.378 | — | — | |
| ARIELEvaluation Protocol=linear protocol2026.04 | 0.3768 | — | — | |
| MOWST-2024Method Category=GRAPH MOE2026.04 | 0.3768 | — | — | |
| FAGCN2023.10 | 0.3763 | — | — | |
| SAGEMethod Category=VANILLA2026.04 | 0.376 | — | — | |
| FAGCN-2021Method Category=HETERO2026.04 | 0.3759 | — | — | |
| GGCNHalf-Hop augmentation=false2023.08 | 0.3754 | — | — | |
| GGCN2024.07 | 0.3754 | — | — | |
| D2MoEBackbone=GAT, Method Category=Ours2026.04 | 0.3753 | — | — | |
| TopoU-Net2026.05 | 0.375 | — | — | |
| SGATEF2023.09 | 0.3733 | — | — | |
| H2GCN-2020Method Category=HETERO2026.04 | 0.3727 | — | — | |
| TabPFN-GN2025.12 | 0.3722 | — | — | |
| GEGCN2026.03 | 0.3718 | — | — | |
| MLPMethod Category=VANILLA2026.04 | 0.3714 | — | — | |
| FSGNN-2022Method Category=HETERO2026.04 | 0.3714 | — | — | |
| GREETEvaluation Protocol=linear protocol2026.04 | 0.3712 | — | — | |
| VANILLA GTMethod Category=GT2026.04 | 0.3708 | — | — | |
| MLP2026.05 | 0.37 | — | — | |
| NAGFORMER-2023Method Category=GT2026.04 | 0.3699 | — | — | |
| Gapformer2024.07 | 0.369 | — | — | |
| GPRGNN-2021Method Category=HETERO2026.04 | 0.3689 | — | — | |
| ACMGCN-2022Method Category=HETERO2026.04 | 0.3689 | — | — | |
| EXPHORMER-2023Method Category=GT2026.04 | 0.3683 | — | — | |
| HH-GraphSAGEBackbone=GraphSAGE, Half-Hop augmentation=true2023.08 | 0.3682 | 2.59 | — | |
| HH-GraphSAGE2024.07 | 0.3682 | — | — | |
| DIFFORMER-2023Method Category=GT2026.04 | 0.3673 | — | — | |
| SGAT2023.09 | 0.3671 | — | — | |
| HH-GATBackbone=GAT, Half-Hop augmentation=true2023.08 | 0.367 | 9.26 | — | |
| HH-GAT2024.07 | 0.367 | — | — | |
| UDGNNBackbone=SAGE2022.05 | 0.3664 | — | — | |
| MLPHalf-Hop augmentation=false2023.08 | 0.3663 | — | — | |
| MLP2024.07 | 0.3663 | — | — | |
| ExphormerCategory=GTs2026.06 | 0.3662 | — | — | |
| SGFORMER-2024Method Category=GT2026.04 | 0.3659 | — | — | |
| WRGAT2021.06 | 0.3653 | — | — | |
| GRAPH CASCADESVariant=GPS-TAS2026.06 | 0.3646 | — | — | |
| CR-Graphormer2026.06 | 0.3646 | — | — | |
| GPS-TASBackbone=GraphGPS, Cascade Strategy=TAS2026.06 | 0.3646 | — | — | |
| GPS-TASMethod Category=GNN-based Architectures, Rewiring=TAS2026.06 | 0.3646 | — | — | |
| ASGCModel Type=Non-Deep2022.02 | 0.3645 | — | — | |
| DNSDMap=diag, Adj=false, Odd=true, Gate=true2026.05 | 0.364 | — | — | |
| GPS-MASBackbone=GraphGPS, Cascade Strategy=MAS2026.06 | 0.3639 | — | — | |
| GPS-MASMethod Category=GNN-based Architectures, Rewiring=MAS2026.06 | 0.3639 | — | — | |
| UDGNN*Backbone=SAGE2022.05 | 0.3638 | — | — | |
| SAGEModel Type=Deep2022.02 | 0.3637 | — | — | |
| TabPFN2025.12 | 0.3637 | — | — | |
| GraphFMVariant=MFT2024.07 | 0.3629 | — | — | |
| RawModel Type=Non-Deep2022.02 | 0.3628 | — | — | |
| NODEMOE-2024Method Category=GRAPH MOE2026.04 | 0.3628 | — | — | |
| VCR-TASBackbone=VCR, Cascade Strategy=TAS2026.06 | 0.3628 | — | — | |
| VCR-TASMethod Category=Tokenized Sparse-Attention GTs, Rewiring=TAS2026.06 | 0.3628 | — | — | |
| SimP-GCN2020.05 | 0.362 | — | — | |
| GCNGraph modification variant=Adaptive Spectral Clustering2022.06 | 0.362 | — | — | |
| NSDMap=diag2026.05 | 0.362 | — | — | |
| DNSDMap=diag, Adj=true, Odd=true, Gate=true2026.05 | 0.362 | — | — | |
| DNSDMap=diag, Adj=true, Odd=false, Gate=true2026.05 | 0.362 | — | — | |
| H2GCN2025.12 | 0.3618 | — | — | |
| TRIGONNode Features=With2026.05 | 0.3618 | — | — | |
| VCR-MASBackbone=VCR, Cascade Strategy=MAS2026.06 | 0.3618 | — | — | |
| VCR-MASMethod Category=Tokenized Sparse-Attention GTs, Rewiring=MAS2026.06 | 0.3618 | — | — | |
| UDGNNBackbone=GAT2022.05 | 0.3613 | — | — | |
| UDGNNBackbone=GCN2022.05 | 0.3613 | — | — | |
| LINKX2024.07 | 0.361 | — | — | |
| DNSDMap=diag, Adj=false, Odd=false, Gate=false2026.05 | 0.361 | — | — | |
| SANCategory=GTs2026.06 | 0.3604 | — | — | |
| CHEVGraph modification variant=Adaptive Spectral Clustering2022.06 | 0.36 | — | — | |
| DNSDMap=diag, Adj=true, Odd=true, Gate=false2026.05 | 0.36 | — | — | |
| GAT2023.09 | 0.3598 | — | — | |
| GATModel Type=Deep2022.02 | 0.3598 | — | — | |
| SP-GCLEvaluation Protocol=linear protocol2026.04 | 0.3592 | — | — | |
| FD-MVGCLAttack=clean, Attack Setting=Black-box, Perturbation Ratio=20%2025.11 | 0.3591 | — | — | |
| H2GCN2020.05 | 0.359 | — | — |