Image Classification on CIFAR-100 4-way Sharded (test)
53.4AccuracyEnsemble
Evaluation Results
| Method | Links | |
|---|---|---|
| Ensemble2025.06 | 53.4 | |
| KDinitialization=randomly initialized student2025.06 | 47 | |
| KF-Gradientalignment=DeepLIFT2025.06 | 41.4 | |
| KF-Gradientalignment=Uniform2025.06 | 41.3 | |
| KF-Gradientalignment=Conductance2025.06 | 40.9 | |
| LPinitialization=weights of the first base model2025.06 | 33.9 | |
| Individual Model (Model 1)2025.06 | 20.4 | |
| Individual Model (Model 2)2025.06 | 19.9 | |
| Individual Model (Model 3)2025.06 | 19.5 | |
| Individual Model (Model 4)2025.06 | 19.2 | |
| Transformer OTFusion wtsalignment=Uniform2025.06 | 1.5 | |
| Vanilla Averaging2025.06 | 1.4 | |
| Transformer OTFusion wtsalignment=Conductance2025.06 | 1.3 | |
| Transformer OTFusion actsalignment=Uniform2025.06 | 1.2 | |
| Transformer OTFusion wtsalignment=DeepLIFT2025.06 | 1.2 | |
| Transformer OTFusion actsalignment=Conductance2025.06 | 1.1 | |
| Transformer OTFusion actsalignment=DeepLIFT2025.06 | 1 |