Research Article

SSGD: A Safe and Efficient Method of Gradient Descent

Table 4

Test accuracy of SSGD on Fashion-MNIST.

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

m = 40.77390.80350.80460.83440.84370.86020.8590
m = 80.81520.81360.81500.82710.84010.85640.8655
m = 160.81370.81760.82460.84460.84460.86680.8663
m = 320.81890.81250.81980.83530.85740.86520.8704
m = 640.82150.81960.82380.82890.85770.86550.8648