Node Clustering on Cora
70.5NMINIDDGCluster
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| NIDDGClusterClustering Time=78.3ms2024.05 | 70.5 | — | 73.9 | — | — | — | — | — | — | |
| DGClusterClustering Time=93.6ms2024.05 | 62.1 | — | 54.5 | — | — | — | — | — | — | |
| MGCCN2026.06 | 60.2 | — | — | — | — | — | — | — | — | |
| AGEInput=C&S2021.07 | 59.9 | 76.1 | — | — | 54.5 | — | — | — | — | |
| MAGIMethod Category=Deep learning and random-walk methods, Inference Type=End-to-end clustering2026.02 | 59.9 | 76 | — | — | 57.6 | — | — | — | — | |
| RCLG2026.05 | 59.18 | 75.06 | 72.61 | — | — | — | — | — | — | |
| lrGAE 7Category=Structure-based2024.10 | 59 | — | — | — | — | — | — | — | — | |
| WGCN2026.05 | 58.52 | 74.92 | 71.38 | — | — | — | — | — | — | |
| mWDKMethod Category=Optimization-free (OpF) methods2026.02 | 58.3 | 74.8 | — | — | 53 | — | — | — | — | |
| PFGC2024.03 | 58.25 | 76.51 | — | — | — | — | — | — | — | |
| MaskGAECategory=Structure-based2024.10 | 58 | — | — | — | — | — | — | — | — | |
| CommDGI2026.06 | 57.9 | — | — | — | — | — | — | — | — | |
| AUG-MAECategory=Feature-based2024.10 | 57.6 | — | — | — | — | — | — | — | — | |
| AGE2024.03 | 57.58 | 73.5 | — | — | — | — | — | — | — | |
| SL-GSSLAbstraction level=NODE2026.05 | 57.5 | — | — | — | 52.02 | — | — | — | 1 | |
| BGRLCategory=Standard GCL2024.10 | 57.4 | — | — | — | — | — | — | — | — | |
| R-GMM-VGAEInput=C&S2021.07 | 57.3 | 76.7 | — | — | 57.9 | — | — | — | — | |
| R-GMM-VGAEtype=Residual-GMM-VGAE2021.07 | 57.3 | 76.7 | — | — | 57.9 | — | — | — | — | |
| lrGAE 8Category=Structure-based2024.10 | 57.3 | — | — | — | — | — | — | — | — | |
| SL-GSSLAbstraction level=GRAPH2026.05 | 57.1 | — | — | — | 51.11 | — | — | — | 1 | |
| MAGI2026.05 | 56.97 | 75.09 | 72.78 | — | — | — | — | — | — | |
| CGC2024.03 | 56.9 | 75.15 | — | — | — | — | — | — | — | |
| EPAGCLCategory=Standard GCL2024.10 | 56.9 | — | — | — | — | — | — | — | — | |
| MCGC2026.05 | 56.77 | 73.83 | 69.28 | — | — | — | — | — | — | |
| SL-GSSLAbstraction level=PROXIMITY2026.05 | 56.75 | — | — | — | 51.66 | — | — | — | 1 | |
| CCA-SSGCategory=Standard GCL2024.10 | 56.6 | — | — | — | — | — | — | — | — | |
| CCGC2024.03 | 56.45 | 73.88 | — | — | — | — | — | — | — | |
| DGIInput=C&S2021.07 | 56.4 | 71.3 | — | — | 51.1 | — | — | — | — | |
| lrGAE 6Category=Structure-based2024.10 | 56.4 | — | — | — | — | — | — | — | — | |
| FGC2024.03 | 56.12 | 72.9 | — | — | — | — | — | — | — | |
| SCGC2024.03 | 56.1 | 73.88 | — | — | — | — | — | — | — | |
| SeeGeraCategory=Feature-based2024.10 | 56.1 | — | — | — | — | — | — | — | — | |
| DGCN2024.03 | 56.04 | 72.19 | — | — | — | — | — | — | — | |
| SEComm2026.06 | 56.04 | — | — | — | — | — | — | — | — | |
| R-DGAEInput=C&S2021.07 | 56 | 73.7 | — | — | 54.1 | — | — | — | — | |
| R-DGAEtype=Residual-DGAE2021.07 | 56 | 73.7 | — | — | 54.1 | — | — | — | — | |
| GRACECategory=Standard GCL2024.10 | 56 | — | — | — | — | — | — | — | — | |
| SCGC2026.05 | 55.92 | 73.67 | 70.43 | — | — | — | — | — | — | |
| GGDCategory=Standard GCL2024.10 | 55.9 | — | — | — | — | — | — | — | — | |
| R-GMM-VGAE2021.07 | 55.8 | 75.7 | — | — | 56.2 | — | — | — | — | |
| S3GCLCategory=Standard GCL2024.10 | 55.8 | — | — | — | — | — | — | — | — | |
| GiGaMAECategory=Feature-based2024.10 | 55.7 | — | — | — | — | — | — | — | — | |
| S2GAECategory=Structure-based2024.10 | 55.6 | — | — | — | — | — | — | — | — | |
| MVGRL2024.03 | 55.57 | 70.47 | — | — | — | — | — | — | — | |
| COLES-S2GCInput=Both2022.01 | 55.35 | 69.7 | 63.06 | — | — | — | — | — | — | |
| R-DGAE2021.07 | 55.3 | 73.1 | — | — | 53 | — | — | — | — | |
| DGICategory=Standard GCL2024.10 | 55.1 | — | — | — | — | — | — | — | — | |
| SSGC2024.03 | 54.71 | 69.6 | — | — | — | — | — | — | — | |
| NCLAAbstraction level=PROXIMITY2026.05 | 54.62 | — | — | — | 50.38 | — | — | — | 2.3 | |
| GraphMAECategory=Feature-based2024.10 | 54.3 | — | — | — | — | — | — | — | — | |
| S2GCInput=Both2022.01 | 54.22 | 68.96 | 65.43 | — | — | — | — | — | — | |
| WDKMethod Category=Optimization-free (OpF) methods2026.02 | 54.2 | 69.6 | — | — | 46.7 | — | — | — | — | |
| GraphMAE2Category=Feature-based2024.10 | 54.1 | — | — | — | — | — | — | — | — | |
| AGCInput=C&S2021.07 | 53.7 | 68.9 | — | — | 48.6 | — | — | — | — | |
| NDLSMethod Category=Deep learning and random-walk methods, Approach=Optimization-free (OpF)2026.02 | 53.7 | 68.5 | — | — | 43.7 | — | — | — | — | |
| GIC2026.06 | 53.7 | — | — | — | — | — | — | — | — | |
| AGCInput=Both2019.06 | 53.68 | 68.92 | 65.61 | — | — | — | — | — | — | |
| AGC2019.04 | 53.68 | 68.92 | 65.61 | — | — | — | — | — | — | |
| AGC2026.06 | 53.68 | — | — | — | — | — | — | — | — | |
| LS-GCLAbstraction level=GRAPH2026.05 | 53.66 | — | — | — | 41.71 | — | — | — | 3.5 | |
| LatGCR2019.04 | 53.48 | 69.19 | 65.5 | — | — | — | — | — | — | |
| AGCMethod Category=Optimization-free (OpF) methods2026.02 | 53.4 | 68.9 | — | — | 44.7 | — | — | — | — | |
| GMM-VGAE2021.07 | 53.3 | 71.9 | — | — | 48.2 | — | — | — | — | |
| GMM-VGAEInput=C&S2021.07 | 53.1 | 71.5 | — | — | 47.4 | — | — | — | — | |
| DGIAbstraction level=GRAPH2026.05 | 53.09 | — | — | — | 42.84 | — | — | — | 3.2 | |
| GMM-VGAE2021.07 | 53 | 71.7 | — | — | 47.9 | — | — | — | — | |
| DAEGCInput=C&S2021.07 | 52.8 | 70.4 | — | — | 49.6 | — | — | — | — | |
| DNENC-Att2026.06 | 52.8 | — | — | — | — | — | — | — | — | |
| ARGVAInput=C&S2021.07 | 52.6 | 71.1 | — | — | 49.5 | — | — | — | — | |
| MVGRLAbstraction level=GRAPH2026.05 | 52.43 | — | — | — | 47.35 | — | — | — | 2.3 | |
| DAEGCMethod Category=Deep learning and random-walk methods, Inference Type=End-to-end clustering2026.02 | 52.4 | 68.1 | — | — | 43.3 | — | — | — | — | |
| COLES-SGCInput=Both2022.01 | 52.32 | 65.62 | 56.95 | — | — | — | — | — | — | |
| GRACEAbstraction level=NODE2026.05 | 51.96 | — | — | — | 42.61 | — | — | — | 2.7 | |
| GAECategory=Structure-based2024.10 | 51.8 | — | — | — | — | — | — | — | — | |
| R-GAEtype=Residual-GAE2021.07 | 51.6 | 65.8 | — | — | 44.1 | — | — | — | — | |
| R-ARGAEtype=Residual-ARGAE2021.07 | 51.5 | 72 | — | — | 49.5 | — | — | — | — | |
| SL-GSSLAbstraction level=CLUSTER2026.05 | 51.23 | — | — | — | 43.77 | — | — | — | 1 | |
| PANEMethod Category=Deep learning and random-walk methods2026.02 | 50.8 | 66.4 | — | — | 40.8 | — | — | — | — | |
| R-ARGAE2021.07 | 50.73 | 71.2 | — | — | 47.1 | — | — | — | — | |
| DGAE2021.07 | 50.7 | 70.2 | — | — | 47.2 | — | — | — | — | |
| R-GAE2021.07 | 50.2 | 65 | — | — | 43.3 | — | — | — | — | |
| WLMethod Category=Optimization-free (OpF) methods2026.02 | 50.1 | 63.4 | — | — | 38.1 | — | — | — | — | |
| DGCLUSTER*Abstraction level=CLUSTER2026.05 | 50.1 | — | — | — | 29.4 | — | — | — | 2 | |
| SGCInput=Both2022.01 | 50.05 | 62.87 | 58.6 | — | — | — | — | — | — | |
| SDCN2024.03 | 50.04 | 60.24 | — | — | — | — | — | — | — | |
| DGAE2021.07 | 49.9 | 69.8 | — | — | 46.3 | — | — | — | — | |
| R-VGAEtype=Residual-VGAE2021.07 | 49.8 | 71.3 | — | — | 48 | — | — | — | — | |
| MGAEInput=C&S2021.07 | 48.9 | 68.1 | — | — | 43.6 | — | — | — | — | |
| GSNNMethod Category=Deep learning and random-walk methods, Approach=Optimization-free (OpF)2026.02 | 48.9 | 64.5 | — | — | 39.1 | — | — | — | — | |
| R-VGAE2021.07 | 48.8 | 70.3 | — | — | 46.7 | — | — | — | — | |
| DMON2024.05 | 48.8 | — | 48.8 | — | — | — | — | — | — | |
| DMoN2026.06 | 48.8 | — | — | — | — | — | — | — | — | |
| GSNNMethod Category=Deep learning and random-walk methods, Approach=GAE2026.02 | 48.6 | 64.1 | — | — | 38.7 | — | — | — | — | |
| AGC-DRR2026.05 | 48.16 | 59.74 | 54.1 | — | — | — | — | — | — | |
| VGAER2026.05 | 47.79 | 67.53 | 66.27 | — | — | — | — | — | — | |
| R-ARVGAEtype=Residual-ARVGAE2021.07 | 47.4 | 67.2 | — | — | 44 | — | — | — | — | |
| R-ARVGAE2021.07 | 47.2 | 67 | — | — | 43.8 | — | — | — | — | |
| COLES-GCNInput=Both, Protocol=Stiefel2022.01 | 47.01 | 62.46 | 59.38 | — | — | — | — | — | — | |
| AGC2026.05 | 47 | 60.98 | 51.33 | — | — | — | — | — | — | |
| DCSL-GNNobtained_in_this_work=true2026.06 | 46.95 | — | — | — | — | — | — | — | — |