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This is a Experimental Study study.

October 2, 2025Open Access

Spatial-Temporal Aware Visuomotor Diffusion Policy Learning

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DP4 significantly improves trajectory generation for robotic tasks, enhancing spatial and temporal perceptions.
The method outperforms traditional approaches, achieving an increase in task success rates across varying simulations.
Extensive experiments demonstrate DP4's effectiveness in both simulated and real-world environments.
Integrating a dynamic Gaussian world model plays a crucial role in optimized learning of 3D spatial awareness.

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This method enhances visual imitation learning by integrating spatiotemporal awareness, indicating better task performance.

Liu et al. (2025) studied this question.

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