Image Classification on CIFAR10 LT-100
81.72Clean AccuracyLA
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| LABackbone=WRN22-102025.01 | 81.72 | 62.93 | 83.16 | 5.86 | |
| LABackbone=ResNet182025.01 | 79.55 | 63.14 | 81.82 | 6.46 | |
| LABackbone=ResNet322025.01 | 78.44 | 62.09 | 83.25 | 6.38 | |
| HEMBackbone=WRN22-102025.01 | 77.24 | 60.34 | 90.29 | 6.9 | |
| HEMBackbone=ResNet182025.01 | 75.55 | 60.8 | 89.52 | 8.04 | |
| HEM-Backbone=WRN22-102025.01 | 75.21 | 57.64 | 89.54 | 6.67 | |
| CEBackbone=WRN22-102025.01 | 74.73 | 55.77 | 77.45 | 6.51 | |
| HEM-Backbone=ResNet182025.01 | 74.21 | 57.66 | 87.23 | 7.48 | |
| MMBackbone=WRN22-102025.01 | 74.15 | 56.36 | 82.17 | 7.17 | |
| LNBackbone=WRN22-102025.01 | 73.21 | 54.18 | 87.35 | 6.59 | |
| HEMBackbone=ResNet322025.01 | 73.19 | 60.21 | 87.57 | 8.88 | |
| CEBackbone=ResNet182025.01 | 71.58 | 56.23 | 76.18 | 7.27 | |
| MMBackbone=ResNet182025.01 | 71.04 | 56.21 | 80.14 | 8.31 | |
| LNBackbone=ResNet322025.01 | 71.01 | 54.61 | 81.2 | 7.02 | |
| HEM-Backbone=ResNet322025.01 | 70.73 | 58.25 | 84.95 | 9.03 | |
| CEBackbone=ResNet322025.01 | 70.65 | 56.46 | 80.89 | 6.82 | |
| DICEBackbone=WRN22-102025.01 | 70.32 | 52.71 | 73.71 | 8.91 | |
| MMBackbone=ResNet322025.01 | 70.21 | 53.18 | 76.36 | 7.19 | |
| LNBackbone=ResNet182025.01 | 70.16 | 56.88 | 83.46 | 7.43 | |
| DICEBackbone=ResNet182025.01 | 63.58 | 51.2 | 64.36 | 10.69 | |
| DICEBackbone=ResNet322025.01 | 62.81 | 49.04 | 58.44 | 9.34 | |
| FedCGNM + UFederation=Large-client, Participation=Partial2026.07 | 33.31 | — | — | — | |
| CLIMB + UFederation=Large-client, Participation=Partial2026.07 | 33.05 | — | — | — | |
| Weighted CE + UFederation=Large-client, Participation=Partial2026.07 | 31.31 | — | — | — | |
| FedCGN + UFederation=Large-client, Participation=Partial2026.07 | 29.94 | — | — | — | |
| FedGraB + UFederation=Large-client, Participation=Partial2026.07 | 29.71 | — | — | — | |
| FedProx + UFederation=Large-client, Participation=Partial2026.07 | 27.27 | — | — | — | |
| FedAvg + UFederation=Large-client, Participation=Partial2026.07 | 27.1 | — | — | — | |
| Ratio Loss + UFederation=Large-client, Participation=Partial2026.07 | 22.66 | — | — | — |