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Arxiv
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A Phase Transition in Diffusion Models Reveals the Hierarchical Nature of Data
- Diffusion models reveal the hierarchical and combinatorial nature of data.
- The backward diffusion process exhibits a phase transition at a threshold time.
- Reconstruction of high-level features drops suddenly after the transition.
- Generative models can effectively model combinatorial data properties.
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