Research Article
SSGD: A Safe and Efficient Method of Gradient Descent
Table 4
Test accuracy of SSGD on Fashion-MNIST.
| | n = 1 | n = 4 | n = 8 | n = 16 | n = 32 | n = 64 | n = 128 |
| m = 4 | 0.7739 | 0.8035 | 0.8046 | 0.8344 | 0.8437 | 0.8602 | 0.8590 | m = 8 | 0.8152 | 0.8136 | 0.8150 | 0.8271 | 0.8401 | 0.8564 | 0.8655 | m = 16 | 0.8137 | 0.8176 | 0.8246 | 0.8446 | 0.8446 | 0.8668 | 0.8663 | m = 32 | 0.8189 | 0.8125 | 0.8198 | 0.8353 | 0.8574 | 0.8652 | 0.8704 | m = 64 | 0.8215 | 0.8196 | 0.8238 | 0.8289 | 0.8577 | 0.8655 | 0.8648 |
|
|