csminwel is a Newton-type local optimizer. If you are close to the global mode, it will quickly converge to this this mode. But it can also converge to a local mode, i.e. fail to find the global one because it is local.
cmaes is a global optimizer. It will be slower but has a higher likelihood of finding the global mode instead of just a local one.