Higher Resolutions (e.g. 1024 x 1024)

Is it possible to generate resolutions greater than 512 x 512? Naively changing the config value from 512 to 1024 creates bad results. Is there an additional set of parameters that need to be changed? Or would this require additional training? If training is required would you have any guidance on how to fine tune the model to better support higher resolutions?