Quadratic scaling in (H, W), and T means that even modest increases in resolution or video length incur steep costs: doubling any of these dimensions in isolation yields ∼ 4× more compute, while scaling multiple dimensions compounds multiplicatively (e.g., H and W doubled → 16×).