Image Classification on EMNIST Non-IID (test)
79.3Time Reduction (%) @ Acc 0.6Time-Optimized Generalized AsyncSGD
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Time-Optimized Generalized AsyncSGDService time distribution=Exponential, Reference Baseline=Max-Throughput2026.03 | 79.3 | — | |
| Time-Optimized Generalized AsyncSGDService time distribution=Lognormal, Reference Baseline=Max-Throughput2026.03 | 79.17 | — | |
| Time-Optimized Generalized AsyncSGDService time distribution=Lognormal, Reference Baseline=Round-Optimized2026.03 | 62.44 | — | |
| Time-Optimized Generalized AsyncSGDService time distribution=Deterministic, Reference Baseline=Round-Optimized2026.03 | 58.88 | — | |
| Time-Optimized Generalized AsyncSGDService time distribution=Exponential, Reference Baseline=Round-Optimized2026.03 | 57.04 | — | |
| Time-Optimized Generalized AsyncSGDService time distribution=Lognormal, Reference Baseline=AsyncSGD2026.03 | 37 | 42.38 | |
| Time-Optimized Generalized AsyncSGDService time distribution=Exponential, Reference Baseline=AsyncSGD2026.03 | 35.6 | 36.56 | |
| Time-Optimized Generalized AsyncSGDService time distribution=Deterministic, Reference Baseline=AsyncSGD2026.03 | 31.16 | 37.81 |