Node classification on Chameleon (test)
80.17Mean AccuracyMRS-Dir-GCNDA
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| MRS-Dir-GCNDAmodule=MRS-GCNDA2024.09 | 80.17 | — | — | — | |
| Dir-GNN2024.09 | 79.71 | — | — | — | |
| FSGNN2024.09 | 78.27 | — | — | — | |
| UDGNN*Backbone=GCN2022.05 | 76.79 | — | — | — | |
| RepNodesNode Features=Without, Epsilon Selection Strategy=SRL*2026.05 | 75.07 | — | — | — | |
| ACM-GCN2024.09 | 74.76 | — | — | — | |
| UDGNNBackbone=GCN2022.05 | 74.53 | — | — | — | |
| SignGT2023.10 | 74.31 | — | — | — | |
| GloGNN2023.10 | 74.16 | — | — | — | |
| RepNodesNode Features=With, Epsilon Selection Strategy=SRL*2026.05 | 73.83 | — | — | — | |
| Specformer2023.10 | 73.31 | — | — | — | |
| GCN-IED2026.06 | 73.3 | — | — | — | |
| FGN2026.06 | 72.8 | — | — | — | |
| WG-SRCn=102026.04 | 72.48 | 0.92 | 1.85 | — | |
| ASGCModel Type=Non-Deep2022.02 | 72.28 | — | — | — | |
| ASPECTEvaluation Protocol=linear protocol2026.04 | 72.06 | — | — | — | |
| GInterNet2026.06 | 71.9 | — | — | — | |
| S3GCLEvaluation Protocol=linear protocol2026.04 | 71.88 | — | — | — | |
| RepEdgesNode Features=Without, Epsilon Selection Strategy=SRL*2026.05 | 71.72 | — | — | — | |
| POLYGCLEvaluation Protocol=linear protocol2026.04 | 71.62 | — | — | — | |
| LINKXn=102026.04 | 71.56 | — | 1.49 | — | |
| DiagPolySD2025.11 | 71.45 | — | — | — | |
| G2-GraphSAGEgradient_gating=true2022.10 | 71.4 | — | — | — | |
| GRAD. GATING2024.09 | 71.4 | — | — | — | |
| RepEdgesNode Features=With, Epsilon Selection Strategy=SRL*2026.05 | 71.37 | — | — | — | |
| UDGNN*Backbone=GAT2022.05 | 71.36 | — | — | — | |
| GLOGNN2024.09 | 71.21 | — | — | — | |
| BundlePolySD2025.11 | 71.18 | — | — | — | |
| GGCN2022.10 | 71.14 | — | — | — | |
| GGCNHalf-Hop augmentation=false2023.08 | 71.14 | — | — | — | |
| GGCN2025.11 | 71.14 | — | — | — | |
| UDGNN*Backbone=SAGE2022.05 | 71.05 | — | — | — | |
| ELU-GCN2026.06 | 70.9 | — | — | — | |
| NLGCNbase_architecture=GCN, aggregation=non-local2020.05 | 70.1 | — | — | — | |
| GloGNN+LCC2026.06 | 69.96 | — | — | — | |
| GPRGNN2023.10 | 69.85 | — | — | — | |
| SGFormer2026.06 | 69.8 | — | — | — | |
| GloGNN2022.10 | 69.78 | — | — | — | |
| FAGCN2023.10 | 69.67 | — | — | — | |
| GeneralPolySD2025.11 | 69.62 | — | — | — | |
| UDGNNBackbone=SAGE2022.05 | 69.51 | — | — | — | |
| SP-GCLEvaluation Protocol=linear protocol2026.04 | 69.23 | — | — | — | |
| FOSRNode Features=Without2026.05 | 68.9 | — | — | — | |
| GloGNN2026.06 | 68.8 | — | — | — | |
| GBTEvaluation Protocol=linear protocol2026.04 | 68.77 | — | — | — | |
| NSDrestriction maps=diagonal2025.11 | 68.68 | — | — | — | |
| HiGCNOrder=22023.09 | 68.47 | — | — | — | |
| BORFNode Features=Without2026.05 | 68.46 | — | — | — | |
| LINKX2022.10 | 68.42 | — | — | — | |
| LINKX2024.09 | 68.42 | — | — | — | |
| ARMAGraph modification variant=Adaptive Spectral Clustering2022.06 | 68.4 | — | — | — | |
| ANSD2025.11 | 68.38 | — | — | — | |
| BernNet2023.09 | 68.29 | — | — | — | |
| H2GCN+LCC2026.06 | 68.25 | — | — | — | |
| MNNode Features=Without2026.05 | 68.24 | — | — | — | |
| GloGNN2026.06 | 68.2 | — | — | — | |
| UDGNNBackbone=GAT2022.05 | 68.15 | — | — | — | |
| NSDrestriction maps=orthogonal2025.11 | 68.04 | — | — | — | |
| Geom-GCN-g2020.05 | 68 | — | — | — | |
| NSDrestriction maps=general2025.11 | 67.93 | — | — | — | |
| SDRFNode Features=Without2026.05 | 67.93 | — | — | — | |
| F2GAT2022.10 | 67.81 | — | — | — | |
| PPGNNGraph modification variant=Original2022.06 | 67.7 | — | — | — | |
| MOGCN2026.06 | 67.7 | — | — | — | |
| GCN2020.05 | 67.6 | — | — | — | |
| GPRGNNModel Type=Deep2022.02 | 67.48 | — | — | — | |
| SAN2025.11 | 67.46 | — | — | — | |
| H2GCN2026.06 | 67.46 | — | — | — | |
| GPRGNN2023.09 | 67.28 | — | — | — | |
| HiGCNOrder=32023.09 | 67.12 | — | — | — | |
| SGCGraph modification variant=Adaptive Spectral Clustering2022.06 | 67.1 | — | — | — | |
| HiGCNOrder=42023.09 | 66.98 | — | — | — | |
| LINKX+LCC2026.06 | 66.93 | — | — | — | |
| GCNGraph modification variant=Adaptive Spectral Clustering2022.06 | 66.9 | — | — | — | |
| MAGCN2026.06 | 66.9 | — | — | — | |
| CHEVGraph modification variant=Adaptive Spectral Clustering2022.06 | 66.8 | — | — | — | |
| APPNPGraph modification variant=Adaptive Spectral Clustering2022.06 | 66.7 | — | — | — | |
| RiSNNtransport=none2025.11 | 66.58 | — | — | — | |
| JDRNode Features=With2026.05 | 66.52 | — | — | — | |
| GATGraph modification variant=Adaptive Spectral Clustering2022.06 | 66.5 | — | — | — | |
| JdSNNweighting=none2025.11 | 66.45 | — | — | — | |
| BORFNode Features=With2026.05 | 66.43 | — | — | — | |
| JdSNN2025.11 | 66.4 | — | — | — | |
| MNNode Features=With2026.05 | 66.3 | — | — | — | |
| CHEVGraph modification variant=Original2022.06 | 66 | — | — | — | |
| FOSRNode Features=With2026.05 | 65.99 | — | — | — | |
| NLGATbase_architecture=GAT, aggregation=non-local2020.05 | 65.7 | — | — | — | |
| GCAEvaluation Protocol=linear protocol2026.04 | 65.54 | — | — | — | |
| GloGNN2026.06 | 65.51 | — | — | — | |
| GPRGNNGraph modification variant=Adaptive Spectral Clustering2022.06 | 65.5 | — | — | — | |
| WRGAT2021.06 | 65.24 | — | — | — | |
| GAT2026.06 | 65.22 | — | — | — | |
| Conn-NSD2025.11 | 65.21 | — | — | — | |
| ComFyNode Features=Without2026.05 | 65.2 | — | — | — | |
| RiSNN2025.11 | 65.15 | — | — | — | |
| BaselineNode Features=With2026.05 | 65.02 | — | — | — | |
| GAT2020.05 | 65 | — | — | — | |
| SDRFNode Features=With2026.05 | 64.85 | — | — | — | |
| GTCategory=GTs2026.06 | 64.83 | — | — | — | |
| GCN2024.09 | 64.82 | — | — | — |