Research Article
SSGD: A Safe and Efficient Method of Gradient Descent
Table 3
Test accuracy of SSGD on MNIST.
| | n = 1 | n = 4 | n = 8 | n = 16 | n = 32 | n = 64 | n = 128 |
| m = 4 | 0.9717 | 0.9832 | 0.9842 | 0.9846 | 0.9895 | 0.9886 | 0.9888 | m = 8 | 0.9815 | 0.9876 | 0.9900 | 0.9884 | 0.9855 | 0.9861 | 0.9849 | m = 16 | 0.9801 | 0.9854 | 0.9901 | 0.9877 | 0.9861 | 0.9869 | 0.9832 | m = 32 | 0.9851 | 0.9804 | 0.9901 | 0.9833 | 0.9819 | 0.9867 | 0.9828 | m = 64 | 0.9830 | 0.9849 | 0.9831 | 0.9833 | 0.9886 | 0.9878 | 0.9855 |
|
|