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URL https: //arxiv · arXiv 2507.10768

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cs.CV 1

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When Do Diffusion Models learn to Generate Multiple Objects?

cs.CV · 2026-04-30 · unverdicted · novelty 6.0

Using the mosaic controlled dataset framework, experiments show scene complexity dominates over concept imbalance in diffusion model failures for multi-object generation, with counting especially hard in low-data regimes and compositional generalization collapsing under held-out combinations.

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  • When Do Diffusion Models learn to Generate Multiple Objects? cs.CV · 2026-04-30 · unverdicted · none · ref 20

    Using the mosaic controlled dataset framework, experiments show scene complexity dominates over concept imbalance in diffusion model failures for multi-object generation, with counting especially hard in low-data regimes and compositional generalization collapsing under held-out combinations.