Node Classification on Toys
84.14AccuracyFedLAB
Evaluation results
| Method | Links | ||
|---|---|---|---|
| FedLABDescription=Ours2026.06 | 84.14 | — | |
| SUPRA + AuxFeature Group=High-Confidence Priors (Llama-3.2), Backbone Type=SUPRA2026.05 | 83.33 | 82.1 | |
| SUPRA BaseFeature Group=High-Confidence Priors (Llama-3.2), Backbone Type=SUPRA2026.05 | 83.22 | 81.73 | |
| NTSFormerFeature Group=High-Confidence Priors (Llama-3.2), Backbone Type=MAGs2026.05 | 82.6 | 81.09 | |
| SAGEFeature Group=High-Confidence Priors (Llama-3.2), Backbone Type=GNNs2026.05 | 81.93 | 80.28 | |
| EF-MLPFeature Group=High-Confidence Priors (Llama-3.2), Backbone Type=MLP2026.05 | 81.61 | 80.36 | |
| GCNFeature Group=High-Confidence Priors (Llama-3.2), Backbone Type=GNNs2026.05 | 81.56 | 79.44 | |
| MIG-GTFeature Group=High-Confidence Priors (Llama-3.2), Backbone Type=MAGs2026.05 | 81.36 | 78.96 | |
| JKNetFeature Group=High-Confidence Priors (Llama-3.2), Backbone Type=GNNs2026.05 | 81.33 | 79.08 | |
| MGATFeature Group=High-Confidence Priors (Llama-3.2), Backbone Type=MAGs2026.05 | 81.31 | 79.24 | |
| MMGCNFeature Group=High-Confidence Priors (Llama-3.2), Backbone Type=MAGs2026.05 | 81.18 | 79.56 | |
| GATFeature Group=High-Confidence Priors (Llama-3.2), Backbone Type=GNNs2026.05 | 81.16 | 79.01 | |
| TextFeature Group=High-Confidence Priors (Llama-3.2), Backbone Type=MLP2026.05 | 81.06 | 79.77 | |
| SUPRA + AuxFeature Group=Standard Priors (CLIP+RoBERTa), Backbone Type=SUPRA2026.05 | 80.8 | 79.16 | |
| PRISMCategory=Ours2026.06 | 80.65 | — | |
| SAGEFeature Group=Standard Priors (CLIP+RoBERTa), Backbone Type=GNNs2026.05 | 80.64 | 78.18 | |
| SUPRA BaseFeature Group=Standard Priors (CLIP+RoBERTa), Backbone Type=SUPRA2026.05 | 80.39 | 78.13 | |
| JKNetFeature Group=Standard Priors (CLIP+RoBERTa), Backbone Type=GNNs2026.05 | 80.27 | 77.6 | |
| Fed-MHGATCategory=MM-GNN2026.06 | 80.25 | — | |
| GATFeature Group=Standard Priors (CLIP+RoBERTa), Backbone Type=GNNs2026.05 | 80.22 | 77.62 | |
| MGATFeature Group=Standard Priors (CLIP+RoBERTa), Backbone Type=MAGs2026.05 | 80.19 | 77.3 | |
| FedBookDescription=GFM2026.06 | 80.19 | — | |
| FedIIHCategory=Topo-FGL2026.06 | 80.12 | — | |
| GCNFeature Group=Standard Priors (CLIP+RoBERTa), Backbone Type=GNNs2026.05 | 80.08 | 77.48 | |
| MMGCNFeature Group=Standard Priors (CLIP+RoBERTa), Backbone Type=MAGs2026.05 | 80.05 | 77.19 | |
| NTSFormerFeature Group=Standard Priors (CLIP+RoBERTa), Backbone Type=MAGs2026.05 | 79.91 | 77.84 | |
| FedSPACategory=Topo-FGL2026.06 | 79.82 | — | |
| FedProtoCategory=(MM)-FGL2026.06 | 79.62 | — | |
| S2FGLCategory=(MM)-FGL2026.06 | 79.58 | — | |
| FedC4Category=Graph Aug.2026.06 | 79.15 | — | |
| FedMVPDescription=MM2026.06 | 78.98 | — | |
| Fed-GFTDescription=GFM2026.06 | 78.97 | — | |
| FedMVPCategory=Miss-Modality2026.06 | 78.95 | — | |
| Graph4MM2026.04 | 78.91 | 75.62 | |
| Graph4MM2026.04 | 78.91 | 75.62 | |
| RoleMAG2026.04 | 78.83 | 75.49 | |
| RoleMAG2026.04 | 78.83 | 75.49 | |
| LGMRec2026.04 | 78.81 | 72.31 | |
| LGMRec2026.04 | 78.81 | 72.31 | |
| FedMACDescription=FL2026.06 | 78.57 | — | |
| NTSFormer2026.04 | 78.54 | 74.88 | |
| MH-pFLIDCategory=Miss-Modality2026.06 | 78.52 | — | |
| FedAvgDescription=FL2026.06 | 78.51 | — | |
| MGAT2026.04 | 78.12 | 74.21 | |
| FedMACCategory=Miss-Modality2026.06 | 77.85 | — | |
| FedDEPCategory=Graph Aug.2026.06 | 77.85 | — | |
| DGF2026.04 | 77.68 | 71.46 | |
| DGF2026.04 | 77.68 | 71.46 | |
| MMGCN2026.04 | 77.6 | 75.03 | |
| Fed-MGNetCategory=MM-GNN2026.06 | 77.56 | — | |
| FedLapCategory=(MM)-FGL2026.06 | 77.56 | — | |
| FedGFM+Description=FGL2026.06 | 77.48 | — | |
| GAT2026.04 | 77.29 | 72.92 | |
| Fed-MHGATDescription=GNN2026.06 | 77.29 | — | |
| GCN2026.04 | 77.24 | 73.18 | |
| EF-MLPFeature Group=Standard Priors (CLIP+RoBERTa), Backbone Type=MLP2026.05 | 76.73 | 74.14 | |
| Fed-GraphCLIPDescription=GFM2026.06 | 76.34 | — | |
| MIG-GTFeature Group=Standard Priors (CLIP+RoBERTa), Backbone Type=MAGs2026.05 | 76.31 | 72.37 | |
| FedSageCategory=Graph Aug.2026.06 | 76.12 | — | |
| FedAvgCategory=FL2026.06 | 75.36 | — | |
| TextFeature Group=Standard Priors (CLIP+RoBERTa), Backbone Type=MLP2026.05 | 73.89 | 71.5 | |
| VisualFeature Group=High-Confidence Priors (Llama-3.2), Backbone Type=MLP2026.05 | 73.48 | 72 | |
| GraphMNL+2026.06 | 70.67 | 66.28 | |
| GraphMNL2026.06 | 70.05 | 64.35 | |
| LGMRec2026.06 | 69.82 | 63.02 | |
| DGF2026.06 | 69.62 | 62.01 | |
| MMGCN2026.06 | 69.22 | 62.42 | |
| MHGAT2026.06 | 69.03 | 62.16 | |
| MGAT2026.06 | 68.98 | 61.84 | |
| VisualFeature Group=Standard Priors (CLIP+RoBERTa), Backbone Type=MLP2026.05 | 68.9 | 65.79 | |
| DMGC2026.06 | 68.71 | 61.22 | |
| DMGC2026.04 | 67.89 | 58.42 | |
| Fed-MGNetDescription=MM2026.06 | 67.02 | — | |
| UniGraph22026.06 | 64.21 | 53.81 | |
| Fusion2026.06 | 63.66 | 47.34 | |
| EG Conf2026.06 | 63.47 | 46.23 | |
| Positive KL2026.06 | 62.07 | 45.94 |