SGD statistical guarantee
No, there are no guarantees.  SGD finds a local optimum but not a global optimum, and the solution it finds can be arbitrarily bad, if you have an unfriendly objective function.
The only results I've seen that provide guarantees start from strong assumptions about the objective function (e.g., convexity).