Image Classification on EMNIST IID (test) Efficiency Trade-offs
67.5Time Reduction (%) @ Acc 0.6Time-Optimized Generalized AsyncSGD
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Time-Optimized Generalized AsyncSGDService time distribution=Exponential, Reference Baseline=Max-Throughput2026.03 | 67.5 | 66.59 | |
| Time-Optimized Generalized AsyncSGDService time distribution=Lognormal, Reference Baseline=Round-Optimized2026.03 | 64.35 | 66.1 | |
| Time-Optimized Generalized AsyncSGDService time distribution=Exponential, Reference Baseline=Round-Optimized2026.03 | 62.59 | 66.71 | |
| Time-Optimized Generalized AsyncSGDService time distribution=Lognormal, Reference Baseline=Max-Throughput2026.03 | 59.08 | 70.46 | |
| Time-Optimized Generalized AsyncSGDService time distribution=Deterministic, Reference Baseline=Max-Throughput2026.03 | 52.35 | 64.24 | |
| Time-Optimized Generalized AsyncSGDService time distribution=Deterministic, Reference Baseline=Round-Optimized2026.03 | 49.35 | 61.38 | |
| Time-Optimized Generalized AsyncSGDService time distribution=Exponential, Reference Baseline=AsyncSGD2026.03 | 46.28 | 46.88 | |
| Time-Optimized Generalized AsyncSGDService time distribution=Lognormal, Reference Baseline=AsyncSGD2026.03 | 41.77 | 46.41 | |
| Time-Optimized Generalized AsyncSGDService time distribution=Deterministic, Reference Baseline=AsyncSGD2026.03 | 29.84 | 38.86 |