Image Classification on CIFAR-100 (test) (Time Reduction Metrics)
67.95Time Reduction (%) vs Round-OptimizedTime-Optimized Generalized AsyncSGD
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Time-Optimized Generalized AsyncSGDDist.=Exp., Data=IID, Target test accuracy=0.52026.03 | 67.95 | 40.04 | |
| Time-Optimized Generalized AsyncSGDDist.=LogN., Data=IID, Target test accuracy=0.52026.03 | 67.31 | 40.01 | |
| Time-Optimized Generalized AsyncSGDDist.=Det., Data=IID, Target test accuracy=0.52026.03 | 66.23 | 38.05 | |
| Time-Optimized Generalized AsyncSGDDist.=LogN., Data=Non-IID, Target test accuracy=0.52026.03 | 65.46 | 28.86 | |
| Time-Optimized Generalized AsyncSGDDist.=Exp., Data=Non-IID, Target test accuracy=0.52026.03 | 60.52 | 31.26 | |
| Time-Optimized Generalized AsyncSGDDist.=Det., Data=Non-IID, Target test accuracy=0.52026.03 | 51.79 | 8.83 |