Image Classification on CIFAR10 (Training Loss)
0.02Training LossPRSGDm
Evaluation results
| Method | Links | |
|---|---|---|
| PRSGDmSetting=homogeneous, Workers=8, Local Iterations=8, Backbone=SqueezeNet2026.01 | 0.02 | |
| local OrMo-DASetting=homogeneous, Workers=8, Local Iterations=8, Backbone=SqueezeNet2026.01 | 0.02 | |
| OrLoMoSetting=homogeneous, Workers=8, Local Iterations=8, Backbone=SqueezeNet2026.01 | 0.02 | |
| PRSGDmSetting=heterogeneous, Workers=8, Local Iterations=8, Backbone=SqueezeNet2026.01 | 0.02 | |
| local OrMo-DASetting=heterogeneous, Workers=8, Local Iterations=8, Backbone=SqueezeNet2026.01 | 0.02 | |
| OrLoMoSetting=heterogeneous, Workers=8, Local Iterations=8, Backbone=SqueezeNet2026.01 | 0.02 | |
| PRSGDmSetting=homogeneous, Workers=8, Local Iterations=16, Backbone=SqueezeNet2026.01 | 0.03 | |
| OrLoMoSetting=homogeneous, Workers=8, Local Iterations=16, Backbone=SqueezeNet2026.01 | 0.03 | |
| PRSGDmSetting=homogeneous, Workers=16, Local Iterations=8, Backbone=SqueezeNet2026.01 | 0.03 | |
| OrLoMoSetting=homogeneous, Workers=16, Local Iterations=8, Backbone=SqueezeNet2026.01 | 0.03 | |
| PRSGDmSetting=heterogeneous, Workers=8, Local Iterations=16, Backbone=SqueezeNet2026.01 | 0.03 | |
| local OrMo-DASetting=heterogeneous, Workers=8, Local Iterations=16, Backbone=SqueezeNet2026.01 | 0.03 | |
| OrLoMoSetting=heterogeneous, Workers=8, Local Iterations=16, Backbone=SqueezeNet2026.01 | 0.03 | |
| PRSGDmSetting=heterogeneous, Workers=16, Local Iterations=8, Backbone=SqueezeNet2026.01 | 0.03 | |
| OrLoMoSetting=heterogeneous, Workers=16, Local Iterations=8, Backbone=SqueezeNet2026.01 | 0.03 | |
| local OrMo-DASetting=homogeneous, Workers=8, Local Iterations=16, Backbone=SqueezeNet2026.01 | 0.04 | |
| OrLoMoSetting=homogeneous, Workers=8, Local Iterations=32, Backbone=SqueezeNet2026.01 | 0.04 | |
| local OrMo-DASetting=homogeneous, Workers=16, Local Iterations=8, Backbone=SqueezeNet2026.01 | 0.04 | |
| OrLoMoSetting=heterogeneous, Workers=8, Local Iterations=32, Backbone=SqueezeNet2026.01 | 0.04 | |
| local OrMo-DASetting=heterogeneous, Workers=16, Local Iterations=8, Backbone=SqueezeNet2026.01 | 0.04 | |
| OrLoMoSetting=homogeneous, Workers=16, Local Iterations=16, Backbone=SqueezeNet2026.01 | 0.05 | |
| AL-SGDSetting=heterogeneous, Workers=8, Local Iterations=8, Backbone=SqueezeNet2026.01 | 0.05 | |
| OrLoMoSetting=heterogeneous, Workers=16, Local Iterations=16, Backbone=SqueezeNet2026.01 | 0.05 | |
| AL-SGDSetting=homogeneous, Workers=8, Local Iterations=8, Backbone=SqueezeNet2026.01 | 0.06 | |
| PRSGDmSetting=homogeneous, Workers=8, Local Iterations=32, Backbone=SqueezeNet2026.01 | 0.06 | |
| PRSGDmSetting=heterogeneous, Workers=8, Local Iterations=32, Backbone=SqueezeNet2026.01 | 0.06 | |
| AL-SGDSetting=homogeneous, Workers=8, Local Iterations=16, Backbone=SqueezeNet2026.01 | 0.07 | |
| AL-SGDSetting=homogeneous, Workers=8, Local Iterations=32, Backbone=SqueezeNet2026.01 | 0.07 | |
| PRSGDmSetting=homogeneous, Workers=16, Local Iterations=16, Backbone=SqueezeNet2026.01 | 0.07 | |
| AL-SGDSetting=heterogeneous, Workers=8, Local Iterations=16, Backbone=SqueezeNet2026.01 | 0.07 | |
| AL-SGDSetting=heterogeneous, Workers=8, Local Iterations=32, Backbone=SqueezeNet2026.01 | 0.07 | |
| local OrMo-DASetting=heterogeneous, Workers=8, Local Iterations=32, Backbone=SqueezeNet2026.01 | 0.07 | |
| PRSGDmSetting=heterogeneous, Workers=16, Local Iterations=16, Backbone=SqueezeNet2026.01 | 0.07 | |
| local OrMo-DASetting=homogeneous, Workers=8, Local Iterations=32, Backbone=SqueezeNet2026.01 | 0.11 | |
| local OrMo-DASetting=heterogeneous, Workers=16, Local Iterations=16, Backbone=SqueezeNet2026.01 | 0.11 | |
| OrLoMoSetting=homogeneous, Workers=16, Local Iterations=32, Backbone=SqueezeNet2026.01 | 0.12 | |
| OrLoMoSetting=heterogeneous, Workers=16, Local Iterations=32, Backbone=SqueezeNet2026.01 | 0.12 | |
| AL-SGDSetting=homogeneous, Workers=16, Local Iterations=8, Backbone=SqueezeNet2026.01 | 0.13 | |
| AL-SGDSetting=heterogeneous, Workers=16, Local Iterations=8, Backbone=SqueezeNet2026.01 | 0.13 | |
| local OrMo-DASetting=homogeneous, Workers=16, Local Iterations=16, Backbone=SqueezeNet2026.01 | 0.14 | |
| PRSGDmSetting=homogeneous, Workers=16, Local Iterations=32, Backbone=SqueezeNet2026.01 | 0.14 | |
| PRSGDmSetting=heterogeneous, Workers=16, Local Iterations=32, Backbone=SqueezeNet2026.01 | 0.14 | |
| AL-SGDSetting=homogeneous, Workers=16, Local Iterations=16, Backbone=SqueezeNet2026.01 | 0.15 | |
| AL-SGDSetting=heterogeneous, Workers=16, Local Iterations=16, Backbone=SqueezeNet2026.01 | 0.15 | |
| AL-SGDSetting=homogeneous, Workers=16, Local Iterations=32, Backbone=SqueezeNet2026.01 | 0.2 | |
| AL-SGDSetting=heterogeneous, Workers=16, Local Iterations=32, Backbone=SqueezeNet2026.01 | 0.2 | |
| local OrMo-DASetting=heterogeneous, Workers=16, Local Iterations=32, Backbone=SqueezeNet2026.01 | 0.41 | |
| local OrMo-DASetting=homogeneous, Workers=16, Local Iterations=32, Backbone=SqueezeNet2026.01 | 0.59 |