A new approach called Hierarchical Token GRPO (HT-GRPO) improves the optimization of Diffusion Multi-Modal Large Language Models (dMLLMs) for image generation by incorporating a hierarchical structure in the training process. This method has shown significant enhancements in image quality and user preference in recent experiments.