Research Article

SSGD: A Safe and Efficient Method of Gradient Descent

Table 3

Test accuracy of SSGD on MNIST.

n = 1n = 4n = 8n = 16n = 32n = 64n = 128

m = 40.97170.98320.98420.98460.98950.98860.9888
m = 80.98150.98760.99000.98840.98550.98610.9849
m = 160.98010.98540.99010.98770.98610.98690.9832
m = 320.98510.98040.99010.98330.98190.98670.9828
m = 640.98300.98490.98310.98330.98860.98780.9855