Diffusion Probabilistic Models (DPMs) are widely used for high-fidelity image synthesis.A new generative framework called Recurrent Diffusion Probabilistic Model (RDPM) is introduced.RDPM enhances the diffusion process through recurrent token prediction.RDPM demonstrates superior performance and can be used for multimodal generation.