From what I can tell, it doesn't look like the recent GPT-4o image generation includes the research of the NeurIPS paper you cited.

Which means autoregressive image models are even ahead of diffusion on multiple fronts, i.e. both in whatever GPT-4o is doing and in the method described in the VAR paper.