Node classification on Squirrel (test)
76.01Mean AccuracyMRS-Dir-GCNDA
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| MRS-Dir-GCNDAmodule=MRS-GCNDA2024.09 | 76.01 | — | — | — | — | |
| Dir-GNN2024.09 | 75.31 | — | — | — | — | |
| FSGNN2024.09 | 74.1 | — | — | — | — | |
| UDGNN*Backbone=GCN2022.05 | 70.05 | — | — | — | — | |
| UDGNNBackbone=GCN2022.05 | 68.13 | — | — | — | — | |
| ACM-GCN2024.09 | 67.4 | — | — | — | — | |
| UDGNN*Backbone=GAT2022.05 | 66.21 | — | — | — | — | |
| RepNodesNode Features=With, Epsilon Selection Strategy=SRL*2026.05 | 65.77 | — | — | — | — | |
| RepNodesNode Features=Without, Epsilon Selection Strategy=SRL*2026.05 | 65.42 | — | — | — | — | |
| G2-GraphSAGEgradient_gating=true2022.10 | 64.26 | — | — | — | — | |
| GRAD. GATING2024.09 | 64.26 | — | — | — | — | |
| SignGT2023.10 | 64.25 | — | — | — | — | |
| RepEdgesNode Features=Without, Epsilon Selection Strategy=SRL*2026.05 | 63.5 | — | — | — | — | |
| RepEdgesNode Features=With, Epsilon Selection Strategy=SRL*2026.05 | 63.46 | — | — | — | — | |
| UDGNNBackbone=GAT2022.05 | 63.41 | — | — | — | — | |
| FAGCN2023.10 | 63.21 | — | — | — | — | |
| Specformer2023.10 | 62.15 | — | — | — | — | |
| UDGNN*Backbone=SAGE2022.05 | 62.09 | — | — | — | — | |
| UDGNNBackbone=SAGE2022.05 | 62.02 | — | — | — | — | |
| LINKX2022.10 | 61.81 | — | — | — | — | |
| LINKX2024.09 | 61.81 | — | — | — | — | |
| FOSRNode Features=With2026.05 | 61.77 | — | — | — | — | |
| BaselineNode Features=With2026.05 | 61.65 | — | — | — | — | |
| SDRFNode Features=With2026.05 | 61.65 | — | — | — | — | |
| LINKX+LCC2026.06 | 61.56 | — | — | — | — | |
| SDRFNode Features=Without2026.05 | 61.31 | — | — | — | — | |
| GloGNN+LCC2026.06 | 61.31 | — | — | — | — | |
| FOSRNode Features=Without2026.05 | 61.19 | — | — | — | — | |
| MNNode Features=With2026.05 | 61.17 | — | — | — | — | |
| MNNode Features=Without2026.05 | 60.73 | — | — | — | — | |
| GloGNN2023.10 | 59.75 | — | — | — | — | |
| ASPECTEvaluation Protocol=linear protocol2026.04 | 59.22 | — | — | — | — | |
| NLGCNbase_architecture=GCN, aggregation=non-local2020.05 | 59 | — | — | — | — | |
| ASGCModel Type=Non-Deep2022.02 | 58.98 | — | — | — | — | |
| LINKX2026.06 | 58.94 | — | — | — | — | |
| GloGNN2026.06 | 58.48 | — | — | — | — | |
| GLOGNN2024.09 | 57.88 | — | — | — | — | |
| GloGNN2022.10 | 57.54 | — | — | — | — | |
| PPGNNGraph modification variant=Original2022.06 | 56.9 | — | — | — | — | |
| S3GCLEvaluation Protocol=linear protocol2026.04 | 56.9 | — | — | — | — | |
| NLGATbase_architecture=GAT, aggregation=non-local2020.05 | 56.8 | — | — | — | — | |
| DiagPolySD2025.11 | 56.61 | — | — | — | — | |
| POLYGCLEvaluation Protocol=linear protocol2026.04 | 56.49 | — | — | — | — | |
| NSDrestriction maps=orthogonal2025.11 | 56.34 | — | — | — | — | |
| GATGraph modification variant=Adaptive Spectral Clustering2022.06 | 56.3 | — | — | — | — | |
| APPNPGraph modification variant=Adaptive Spectral Clustering2022.06 | 55.9 | — | — | — | — | |
| GeneralPolySD2025.11 | 55.79 | — | — | — | — | |
| BundlePolySD2025.11 | 55.76 | — | — | — | — | |
| GCNGraph modification variant=Adaptive Spectral Clustering2022.06 | 55.7 | — | — | — | — | |
| ARMAGraph modification variant=Adaptive Spectral Clustering2022.06 | 55.6 | — | — | — | — | |
| H2GCN2026.06 | 55.41 | — | — | — | — | |
| GGCN2022.10 | 55.17 | — | — | — | — | |
| GGCNHalf-Hop augmentation=false2023.08 | 55.17 | — | — | — | — | |
| GGCN2025.11 | 55.17 | — | — | — | — | |
| H2GCN+LCC2026.06 | 55.14 | — | — | — | — | |
| CHEVGraph modification variant=Adaptive Spectral Clustering2022.06 | 55 | — | — | — | — | |
| GCN2020.05 | 54.9 | — | — | — | — | |
| NSDrestriction maps=diagonal2025.11 | 54.78 | — | — | — | — | |
| ANSD2025.11 | 54.39 | — | — | — | — | |
| GPRGNN2023.10 | 54.37 | — | — | — | — | |
| GPR-GNN2024.09 | 54.35 | — | — | — | — | |
| TRIGONNode Features=Without2026.05 | 54.31 | — | — | — | — | |
| ComFyNode Features=Without2026.05 | 53.88 | — | — | — | — | |
| GCN2024.09 | 53.43 | — | — | — | — | |
| GCN2025.11 | 53.43 | — | — | — | — | |
| RiSNN2025.11 | 53.3 | — | — | — | — | |
| JDRNode Features=With2026.05 | 53.19 | — | — | — | — | |
| NSDrestriction maps=general2025.11 | 53.17 | — | — | — | — | |
| SP-GCLEvaluation Protocol=linear protocol2026.04 | 53.05 | — | — | — | — | |
| BernNetGraph modification variant=Original2022.06 | 52.6 | — | — | — | — | |
| SGCGraph modification variant=Adaptive Spectral Clustering2022.06 | 52.3 | — | — | — | — | |
| HiGCNOrder=22023.09 | 51.86 | — | — | — | — | |
| PolySpectralGNN2025.11 | 51.72 | — | — | — | — | |
| SGCGraph modification variant=GDC2022.06 | 51.4 | — | — | — | — | |
| BernNet2023.09 | 51.35 | — | — | — | — | |
| GAT2020.05 | 51.3 | — | — | — | — | |
| JdSNNweighting=none2025.11 | 51.28 | — | — | — | — | |
| RiSNNtransport=none2025.11 | 51.24 | — | — | — | — | |
| JDRNode Features=Without2026.05 | 51.08 | — | — | — | — | |
| SAN2025.11 | 50.96 | — | — | — | — | |
| HiGCNOrder=32023.09 | 50.92 | — | — | — | — | |
| HiGCNOrder=42023.09 | 50.45 | — | — | — | — | |
| PairNorm2022.10 | 50.44 | — | — | — | — | |
| PairNorm2025.11 | 50.44 | — | — | — | — | |
| GPRGNN2023.09 | 50.15 | — | — | — | — | |
| GPRGNNModel Type=Deep2022.02 | 49.93 | — | — | — | — | |
| JdSNN2025.11 | 49.89 | — | — | — | — | |
| GGCN2023.09 | 49.86 | — | — | — | — | |
| HiGCNOrder=12023.09 | 49.13 | — | — | — | — | |
| GBTEvaluation Protocol=linear protocol2026.04 | 48.86 | — | — | — | — | |
| WRGAT2021.06 | 48.85 | — | — | — | — | |
| GATGraph modification variant=GDC2022.06 | 48.6 | — | — | — | — | |
| MixHop2025.11 | 48.3 | — | — | — | — | |
| CHEVGraph modification variant=GDC2022.06 | 48.2 | — | — | — | — | |
| ARMAGraph modification variant=Original2022.06 | 47.8 | — | — | — | — | |
| ARMAGraph modification variant=GDC2022.06 | 47.8 | — | — | — | — | |
| F2GAT2022.10 | 47.32 | — | — | — | — | |
| GRAPH CASCADESVariant=CR-TAS2026.06 | 47.31 | — | — | — | — | |
| CR-TASBackbone=CR-Graphormer, Cascade Strategy=TAS2026.06 | 47.31 | — | — | — | — | |
| CR-TASMethod Category=Tokenized Sparse-Attention GTs, Rewiring=TAS2026.06 | 47.31 | — | — | — | — |