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#vision-generation
1 articles
01
2026-08-13
·
★ MEMBER
·
PAPER
·
10 min read
Paper Deep-Dive: The 'Physics' of Multimodal Pretraining — Which Way Does Knowledge Actually Flow?
What happens when a single model learns text and images together from day one? A large-scale controlled study from Meta FAIR and collaborators maps the asymmetric flow of knowledge between modalities, the conditions for synergy, the 'vision laziness' caused by late integration, and a recipe that gets strong image generation from just 5% of the data budget.