Graph Classification on IMDB-BINARY 1.0 (test)
0.85AUCCeFGC*
Evaluation results
| Method | Links | |
|---|---|---|
| CeFGC*distribution_setting=Single-dataset2026.01 | 0.85 | |
| CeFGCdistribution_setting=Single-dataset2026.01 | 0.81 | |
| FedAvgdistribution_setting=Single-dataset2026.01 | 0.8 | |
| FedProxdistribution_setting=Single-dataset2026.01 | 0.8 | |
| CeFGCdistribution_setting=Across-dataset, domain_type=Social2026.01 | 0.8 | |
| CeFGCdistribution_setting=Across-domain2026.01 | 0.8 | |
| MOONdistribution_setting=Single-dataset2026.01 | 0.79 | |
| CeFGC*distribution_setting=Across-dataset, domain_type=Social2026.01 | 0.79 | |
| CeFGC*distribution_setting=Across-domain2026.01 | 0.78 | |
| FedAvgdistribution_setting=Across-domain2026.01 | 0.77 | |
| FedDCdistribution_setting=Single-dataset2026.01 | 0.74 | |
| MOONdistribution_setting=Across-domain2026.01 | 0.73 | |
| FedAvgdistribution_setting=Across-dataset, domain_type=Social2026.01 | 0.72 | |
| FedProxdistribution_setting=Across-dataset, domain_type=Social2026.01 | 0.72 | |
| FedDCdistribution_setting=Across-dataset, domain_type=Social2026.01 | 0.72 | |
| FedDCdistribution_setting=Across-domain2026.01 | 0.72 | |
| MOONdistribution_setting=Across-dataset, domain_type=Social2026.01 | 0.71 | |
| GCFL+distribution_setting=Across-domain2026.01 | 0.71 | |
| GCFL+distribution_setting=Across-dataset, domain_type=Social2026.01 | 0.7 | |
| FedStardistribution_setting=Across-dataset, domain_type=Social2026.01 | 0.7 | |
| FedProxdistribution_setting=Across-domain2026.01 | 0.69 | |
| GCFL+distribution_setting=Single-dataset2026.01 | 0.66 | |
| FedStardistribution_setting=Across-domain2026.01 | 0.66 | |
| FedStardistribution_setting=Single-dataset2026.01 | 0.57 | |
| One-shotdistribution_setting=Single-dataset2026.01 | 0.54 |