July 28, 2026 Scaling Native Multimodal Pre-Training From Scratch Computational Analysis of Optimal Scaling Laws for Native Multimodal Pre-Training Under Fixed Budget Constraints Multimodal Learning Scaling Laws Native Pre-training Compute-optimal Allocation Vision-Language Models