Label Distribution Learning on PIPAL-LDL
0.1162KL DivergenceFedQual
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| FedQual2026.05 | 0.1162 | 0.1389 | 1.3906 | 2.3868 | 0.8442 | 0.958 | |
| FedProx2026.05 | 0.1203 | 0.141 | 1.399 | 2.4085 | 0.8436 | 0.9519 | |
| MOON2026.05 | 0.1282 | 0.1457 | 1.4151 | 2.4547 | 0.8406 | 0.9469 | |
| FedGloSS2026.05 | 0.1393 | 0.1538 | 1.4077 | 2.4273 | 0.8322 | 0.941 | |
| FedQRect2026.05 | 0.1543 | 0.1659 | 1.3993 | 2.4814 | 0.8142 | 0.937 | |
| FedRDN2026.05 | 0.2186 | 0.1966 | 1.4334 | 2.659 | 0.768 | 0.9063 | |
| FedAvg2026.05 | 0.2521 | 0.1676 | 1.3976 | 2.5095 | 0.8156 | 0.9292 | |
| FedQAgg2026.05 | 0.4398 | 0.166 | 1.3958 | 2.4859 | 0.8151 | 0.9287 |