Rootfinding on manifold

I always appreciate being politely informed about my lack of knowledge :wink: But links to resources or examples would be welcome so that I could remedy this.

Unfortunately, this goes to wacky local minima about 20% of the time.

I am wondering whether there is a trust-region quasi-variant of Gauss-Newton [EDIT: maybe Levenberg–Marquardt?]