Image Classification on CIFAR100 (Training Loss)
0.23Training Losslocal OrMo-DA
Evaluation Results
| Method | Links | |
|---|---|---|
| local OrMo-DASetting=homogeneous, Workers=8, Local Iterations=8, Backbone=SqueezeNet2026.01 | 0.23 | |
| local OrMo-DASetting=heterogeneous, Workers=8, Local Iterations=8, Backbone=SqueezeNet2026.01 | 0.23 | |
| OrLoMoSetting=homogeneous, Workers=8, Local Iterations=8, Backbone=SqueezeNet2026.01 | 0.24 | |
| OrLoMoSetting=heterogeneous, Workers=8, Local Iterations=8, Backbone=SqueezeNet2026.01 | 0.24 | |
| PRSGDmSetting=homogeneous, Workers=8, Local Iterations=8, Backbone=SqueezeNet2026.01 | 0.27 | |
| PRSGDmSetting=heterogeneous, Workers=8, Local Iterations=8, Backbone=SqueezeNet2026.01 | 0.27 | |
| local OrMo-DASetting=heterogeneous, Workers=8, Local Iterations=16, Backbone=SqueezeNet2026.01 | 0.31 | |
| OrLoMoSetting=homogeneous, Workers=8, Local Iterations=16, Backbone=SqueezeNet2026.01 | 0.32 | |
| OrLoMoSetting=heterogeneous, Workers=8, Local Iterations=16, Backbone=SqueezeNet2026.01 | 0.32 | |
| local OrMo-DASetting=homogeneous, Workers=8, Local Iterations=16, Backbone=SqueezeNet2026.01 | 0.34 | |
| local OrMo-DASetting=heterogeneous, Workers=16, Local Iterations=8, Backbone=SqueezeNet2026.01 | 0.36 | |
| OrLoMoSetting=heterogeneous, Workers=16, Local Iterations=8, Backbone=SqueezeNet2026.01 | 0.36 | |
| PRSGDmSetting=homogeneous, Workers=16, Local Iterations=8, Backbone=SqueezeNet2026.01 | 0.37 | |
| PRSGDmSetting=heterogeneous, Workers=16, Local Iterations=8, Backbone=SqueezeNet2026.01 | 0.37 | |
| PRSGDmSetting=homogeneous, Workers=8, Local Iterations=16, Backbone=SqueezeNet2026.01 | 0.38 | |
| OrLoMoSetting=homogeneous, Workers=16, Local Iterations=8, Backbone=SqueezeNet2026.01 | 0.38 | |
| PRSGDmSetting=heterogeneous, Workers=8, Local Iterations=16, Backbone=SqueezeNet2026.01 | 0.38 | |
| local OrMo-DASetting=homogeneous, Workers=16, Local Iterations=8, Backbone=SqueezeNet2026.01 | 0.4 | |
| OrLoMoSetting=homogeneous, Workers=8, Local Iterations=32, Backbone=SqueezeNet2026.01 | 0.42 | |
| OrLoMoSetting=heterogeneous, Workers=8, Local Iterations=32, Backbone=SqueezeNet2026.01 | 0.42 | |
| OrLoMoSetting=heterogeneous, Workers=16, Local Iterations=16, Backbone=SqueezeNet2026.01 | 0.49 | |
| OrLoMoSetting=homogeneous, Workers=16, Local Iterations=16, Backbone=SqueezeNet2026.01 | 0.5 | |
| AL-SGDSetting=heterogeneous, Workers=8, Local Iterations=8, Backbone=SqueezeNet2026.01 | 0.51 | |
| AL-SGDSetting=homogeneous, Workers=8, Local Iterations=8, Backbone=SqueezeNet2026.01 | 0.52 | |
| local OrMo-DASetting=heterogeneous, Workers=8, Local Iterations=32, Backbone=SqueezeNet2026.01 | 0.52 | |
| PRSGDmSetting=homogeneous, Workers=8, Local Iterations=32, Backbone=SqueezeNet2026.01 | 0.53 | |
| PRSGDmSetting=heterogeneous, Workers=8, Local Iterations=32, Backbone=SqueezeNet2026.01 | 0.53 | |
| AL-SGDSetting=homogeneous, Workers=8, Local Iterations=16, Backbone=SqueezeNet2026.01 | 0.57 | |
| AL-SGDSetting=heterogeneous, Workers=8, Local Iterations=16, Backbone=SqueezeNet2026.01 | 0.58 | |
| AL-SGDSetting=homogeneous, Workers=8, Local Iterations=32, Backbone=SqueezeNet2026.01 | 0.6 | |
| PRSGDmSetting=homogeneous, Workers=16, Local Iterations=16, Backbone=SqueezeNet2026.01 | 0.6 | |
| AL-SGDSetting=heterogeneous, Workers=8, Local Iterations=32, Backbone=SqueezeNet2026.01 | 0.6 | |
| PRSGDmSetting=heterogeneous, Workers=16, Local Iterations=16, Backbone=SqueezeNet2026.01 | 0.6 | |
| local OrMo-DASetting=heterogeneous, Workers=16, Local Iterations=16, Backbone=SqueezeNet2026.01 | 0.63 | |
| local OrMo-DASetting=homogeneous, Workers=8, Local Iterations=32, Backbone=SqueezeNet2026.01 | 0.68 | |
| local OrMo-DASetting=homogeneous, Workers=16, Local Iterations=16, Backbone=SqueezeNet2026.01 | 0.7 | |
| OrLoMoSetting=heterogeneous, Workers=16, Local Iterations=32, Backbone=SqueezeNet2026.01 | 0.77 | |
| OrLoMoSetting=homogeneous, Workers=16, Local Iterations=32, Backbone=SqueezeNet2026.01 | 0.79 | |
| AL-SGDSetting=homogeneous, Workers=16, Local Iterations=8, Backbone=SqueezeNet2026.01 | 0.83 | |
| AL-SGDSetting=heterogeneous, Workers=16, Local Iterations=8, Backbone=SqueezeNet2026.01 | 0.84 | |
| PRSGDmSetting=homogeneous, Workers=16, Local Iterations=32, Backbone=SqueezeNet2026.01 | 0.87 | |
| PRSGDmSetting=heterogeneous, Workers=16, Local Iterations=32, Backbone=SqueezeNet2026.01 | 0.88 | |
| AL-SGDSetting=homogeneous, Workers=16, Local Iterations=16, Backbone=SqueezeNet2026.01 | 0.89 | |
| AL-SGDSetting=heterogeneous, Workers=16, Local Iterations=16, Backbone=SqueezeNet2026.01 | 0.89 | |
| AL-SGDSetting=heterogeneous, Workers=16, Local Iterations=32, Backbone=SqueezeNet2026.01 | 1.04 | |
| AL-SGDSetting=homogeneous, Workers=16, Local Iterations=32, Backbone=SqueezeNet2026.01 | 1.05 | |
| local OrMo-DASetting=heterogeneous, Workers=16, Local Iterations=32, Backbone=SqueezeNet2026.01 | 1.46 | |
| local OrMo-DASetting=homogeneous, Workers=16, Local Iterations=32, Backbone=SqueezeNet2026.01 | 1.76 |