Node Classification on Grocery
87.75AccuracyCoMAG
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CoMAG2026.06 | 87.75 | 80 | |
| SUPRA + AuxFeature Group=High-Confidence Priors (Llama-3.2), Backbone Type=SUPRA2026.05 | 87.57 | 81.09 | |
| SUPRA BaseFeature Group=High-Confidence Priors (Llama-3.2), Backbone Type=SUPRA2026.05 | 87.45 | 80.83 | |
| NTSFormerFeature Group=High-Confidence Priors (Llama-3.2), Backbone Type=MAGs2026.05 | 87.03 | 80.13 | |
| FedMPO2026.05 | 86.74 | 80.52 | |
| TextFeature Group=High-Confidence Priors (Llama-3.2), Backbone Type=MLP2026.05 | 86.62 | 80.31 | |
| EF-MLPFeature Group=High-Confidence Priors (Llama-3.2), Backbone Type=MLP2026.05 | 86.51 | 79.69 | |
| SAGEFeature Group=High-Confidence Priors (Llama-3.2), Backbone Type=GNNs2026.05 | 85.96 | 78.43 | |
| MIG-GTFeature Group=High-Confidence Priors (Llama-3.2), Backbone Type=MAGs2026.05 | 85.82 | 76.67 | |
| FedLAP2026.05 | 85.61 | 79.43 | |
| FedSPA2026.05 | 85.06 | 78.86 | |
| CAMPA2026.05 | 84.98 | 81.01 | |
| FedIIH2026.05 | 84.87 | 78.62 | |
| DGF2026.06 | 84.78 | 76 | |
| FedPub2026.05 | 84.57 | 78.36 | |
| MMGCNFeature Group=High-Confidence Priors (Llama-3.2), Backbone Type=MAGs2026.05 | 84.56 | 75.97 | |
| GCNFeature Group=High-Confidence Priors (Llama-3.2), Backbone Type=GNNs2026.05 | 84.51 | 75.63 | |
| SUPRA + AuxFeature Group=Standard Priors (CLIP+RoBERTa), Backbone Type=SUPRA2026.05 | 84.37 | 76.71 | |
| MGATFeature Group=High-Confidence Priors (Llama-3.2), Backbone Type=MAGs2026.05 | 84.28 | 75.65 | |
| FedLABDescription=Ours2026.06 | 84.2 | — | |
| TMTE2026.03 | 84.18 | 80.8 | |
| S2FGL2026.05 | 84.18 | 77.81 | |
| LGMRec2026.04 | 84.12 | 76.83 | |
| JKNetFeature Group=High-Confidence Priors (Llama-3.2), Backbone Type=GNNs2026.05 | 84.07 | 74.47 | |
| GATFeature Group=High-Confidence Priors (Llama-3.2), Backbone Type=GNNs2026.05 | 83.9 | 75.42 | |
| LGMRec2026.06 | 83.83 | 77 | |
| FedMGSNumber of clients=5, Missingness rate (ρ)=0.52026.06 | 83.81 | — | |
| Graph4MM2026.04 | 83.57 | 75.92 | |
| MMGCN2026.06 | 83.53 | 74 | |
| FedMAC2026.05 | 83.47 | 76.48 | |
| NTSFormerFeature Group=Standard Priors (CLIP+RoBERTa), Backbone Type=MAGs2026.05 | 83.47 | 74.85 | |
| RoleMAG2026.04 | 83.45 | 73.56 | |
| SUPRA BaseFeature Group=Standard Priors (CLIP+RoBERTa), Backbone Type=SUPRA2026.05 | 83.38 | 73.74 | |
| DGF2026.05 | 83.31 | 74.01 | |
| SAGEFeature Group=Standard Priors (CLIP+RoBERTa), Backbone Type=GNNs2026.05 | 83.29 | 74.79 | |
| MGAT2026.05 | 83.1 | 75.21 | |
| DGF2026.04 | 83.02 | 72.56 | |
| SIGN2026.05 | 82.97 | 74.33 | |
| FedMVP2026.05 | 82.84 | 75.83 | |
| JKNetFeature Group=Standard Priors (CLIP+RoBERTa), Backbone Type=GNNs2026.05 | 82.74 | 72.38 | |
| FedMGSNumber of clients=10, Missingness rate (ρ)=0.52026.06 | 82.65 | — | |
| MGAT2026.06 | 82.61 | 76 | |
| MLP2026.06 | 82.6 | 75 | |
| FedGCN2026.05 | 82.53 | 75.39 | |
| MGAT2026.03 | 82.48 | 75.43 | |
| MIG-GT2026.05 | 82.46 | 74.43 | |
| MGDN2026.05 | 82.41 | 74.02 | |
| GCNFeature Group=Standard Priors (CLIP+RoBERTa), Backbone Type=GNNs2026.05 | 82.25 | 72.09 | |
| DGF2026.03 | 82.22 | 74.24 | |
| MMGCN2026.03 | 82.12 | 74.91 | |
| MSGC2026.05 | 81.96 | 73.98 | |
| NTSFormer2026.03 | 81.85 | 74.1 | |
| GATFeature Group=Standard Priors (CLIP+RoBERTa), Backbone Type=GNNs2026.05 | 81.74 | 71.72 | |
| DMGC2026.03 | 81.55 | 71.32 | |
| MMGCNFeature Group=Standard Priors (CLIP+RoBERTa), Backbone Type=MAGs2026.05 | 81.53 | 72.09 | |
| MLaGA2026.03 | 81.52 | 74.83 | |
| PEPSYNumber of clients=5, Missingness rate (ρ)=0.52026.06 | 81.45 | — | |
| MMGCN2026.05 | 81.44 | 73.46 | |
| MGATFeature Group=Standard Priors (CLIP+RoBERTa), Backbone Type=MAGs2026.05 | 81.4 | 72.27 | |
| DMGC2026.05 | 81.35 | 71.31 | |
| FedMACNumber of clients=5, Missingness rate (ρ)=0.52026.06 | 81.29 | — | |
| MH-pFLIDNumber of clients=5, Missingness rate (ρ)=0.52026.06 | 81.21 | — | |
| GAT2026.05 | 81.01 | 72.94 | |
| MIG-GT2026.03 | 80.88 | 72.26 | |
| EF-MLPFeature Group=Standard Priors (CLIP+RoBERTa), Backbone Type=MLP2026.05 | 80.62 | 72.82 | |
| UniGraph22026.03 | 80.52 | 72.19 | |
| InstructG2I2026.03 | 80.42 | 73.54 | |
| LGMRec2026.05 | 80.41 | 73.05 | |
| FedGTANumber of clients=5, Missingness rate (ρ)=0.52026.06 | 80.39 | — | |
| GATv22026.03 | 80.33 | 73.05 | |
| Fed-GFTDescription=GFM2026.06 | 80.3 | — | |
| GAT2026.06 | 80.26 | 73 | |
| UniGraph22026.05 | 80.23 | 71.98 | |
| GAT2026.03 | 80.22 | 72.38 | |
| GCN2026.03 | 80.19 | 72.25 | |
| FedProto2026.05 | 80.12 | 75.61 | |
| FedAvgDescription=FL2026.06 | 80.1 | — | |
| LGMRec2026.03 | 80.06 | 73.21 | |
| DMGC2026.06 | 80.06 | 69 | |
| FedMACDescription=FL2026.06 | 80.06 | — | |
| MIG-GTFeature Group=Standard Priors (CLIP+RoBERTa), Backbone Type=MAGs2026.05 | 80.04 | 67.65 | |
| FedMACNumber of clients=10, Missingness rate (ρ)=0.52026.06 | 79.99 | — | |
| FedMVPNumber of clients=5, Missingness rate (ρ)=0.52026.06 | 79.99 | — | |
| FedAvgNumber of clients=5, Missingness rate (ρ)=0.52026.06 | 79.96 | — | |
| FedMVPDescription=MM2026.06 | 79.93 | — | |
| PRISMCategory=Ours2026.06 | 79.64 | — | |
| Fed-MHGATCategory=MM-GNN2026.06 | 79.62 | — | |
| Graph4MM2026.03 | 79.36 | 72.15 | |
| FedIIHCategory=Topo-FGL2026.06 | 79.35 | — | |
| FedProtoCategory=(MM)-FGL2026.06 | 79.23 | — | |
| PEPSYNumber of clients=10, Missingness rate (ρ)=0.52026.06 | 79.12 | — | |
| FedSPACategory=Topo-FGL2026.06 | 78.95 | — | |
| FedGTANumber of clients=10, Missingness rate (ρ)=0.52026.06 | 78.82 | — | |
| FedGraphSAGE2026.05 | 78.76 | 73.27 | |
| FedMVPNumber of clients=10, Missingness rate (ρ)=0.52026.06 | 78.7 | — | |
| MH-pFLIDNumber of clients=10, Missingness rate (ρ)=0.52026.06 | 78.64 | — | |
| S2FGLCategory=(MM)-FGL2026.06 | 78.56 | — | |
| FedC4Category=Graph Aug.2026.06 | 78.45 | — | |
| FedProtoNumber of clients=5, Missingness rate (ρ)=0.52026.06 | 78.42 | — | |
| GCNII2026.03 | 78.32 | 70.12 |