Beyond P-Values: Rethinking How We Interpret Data

A decade of growing concerns about reproducibility is driving a fundamental shift in statistical inference, moving beyond simple significance to prioritize meaningful results and transparent reporting.
![The system integrates visual data-RGB images and depth maps from multiple cameras-with natural language instructions to generate a thirteen-dimensional action vector, encompassing base pose [latex]\Delta X[/latex], torso height change [latex]\Delta z[/latex], arm joint adjustments [latex]\Delta q[/latex], and gripper state modifications [latex]\Delta G[/latex], effectively translating intention into articulated robotic movement via a latent representation informed by a large language model and refined by a task-specific flow matching expert.](https://arxiv.org/html/2603.22760v1/x1.png)







