Hi,
This is my suggestion (I could be wrong). In normal glm you can specify log-binomial as
glm(formula, data=data, family=binomial(link="log"))
hence my deduction is that in INLA you can do
inla(formula, family='binomial',Ntrials="",
data=data,
control.family=list(
link='log') ...)
I stand corrected. And as Håvard said you may get the appropriate answer by writing the math of your model.
Regards,