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.
Diffusion classifiers understand compositionality, but conditions apply.arXiv preprint arXiv:2505.17955, 2
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Generative video models exhibit emergent zero-shot capabilities across perception, manipulation, and basic reasoning tasks.
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Video models are zero-shot learners and reasoners
Generative video models exhibit emergent zero-shot capabilities across perception, manipulation, and basic reasoning tasks.