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Path Planning (P2) enhances Masked Diffusion Model (MDM) sampling for discrete data by enabling iterative refinement of generated tokens and optimizing the unmasking order. This method improves protein sequence foldability by 22% and allows an MDM to outperform a 7B LLaMA2 model in math reasoning.