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The results show that a diffusion policy can benefit substantially from knowing where an interaction is heading, without being told exactly where to move.
Attention-DP3 is proposed, a spatially object-aware 3D diffusion policy that injects object-level geometric cues via attention while keeping the DP3 diffusion backbone unchanged and shows consistent improvements over DP3, achieving state-of-the-art performance across benchmarks.