TL;DR of the paper, generated automatically.

A paper on training video models to follow physics, using code as guidance.

• Method: code describes the physics during training, not needed at inference.
• Results: more physical plausibility, beating SFT and RL with 3K samples.
• Quality: general video quality is kept, per the abstract.