MOSAIC Framework Reveals Why Diffusion Models Struggle With Multi-Object Scenes

Diffusion models fail at multi-object generation — but why? 🤔 In our #ICML2026 paper, we built MOSAIC, a controlled framework to diagnose these failures. Spoiler: it's not mainly data imbalance. Scene complexity and missing compositions in training matter much more! ✨ (1/n)