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Generative Trajectory Planning (GTP)
A model-based decision-making framework using diffusion priors for trajectory planning.
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Description
GTP addresses the tension between efficient inference and long-horizon reasoning by using a generative diffusion model as a proposal distribution for action sequences. It samples candidate trajectories and refines them using learned dynamics, reward, and value models, achieving state-of-the-art results in continuous control and robotic manipulation tasks.
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