moonflower ipomoea calonyction refuses to come back for me... The heavenly blue also refuses to come back.
But... Most morning glories are problematic in a southern garden. While they may be annuals... (some aren't), they produce a lot of seed which all comes up in staggered intervals next year...
Generally speaking, avoid morning glories anywhere that you might want to grow something else...