Generative-Model Predictive Planning for Navigation in Partially Observable Environments

In three linesBeliefDiffusion combines diffusion models and Model Predictive Control for navigation in partially observable environments. The framework generates multimodal belief distributions and plans efficient navigation strategies. Experiments on synthetic maps: outperforms RL and other generative approaches in success rate and path efficiency.

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