neural_tangents.stax.Sigmoid_like
- neural_tangents.stax.Sigmoid_like()[source]
A sigmoid like function
f(x) = .5 * erf(x / 2.4020563531719796) + .5
.The constant
2.4020563531719796
is chosen so that the squared loss between this function and the ground truth sigmoid is minimized on the interval[-5, 5]
; see https://gist.github.com/SiuMath/679e8bb4bce13d5f2383a27eca649575.- Returns:
(init_fn, apply_fn, kernel_fn)
.