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Chenran Li

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Immiscible Diffusion Policy: Preserving Multimodal Robot Actions through Label-Free Noise Assignment

Xiao Zhang, Yuxin Chen, Zhixuan Liang وآخرون · 2026

When diffusion policies were first introduced, they were expected to recover multi-modal action distributions. However, we find this expectation does not always hold, as diffusion policies often collapse to a single modality even when we guarantee the balance of dataset modalities and exact within-batch symmetry. Our a …

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