Before revision:  In this paper, we explore a toy analog , using linear Gaussian models . Our analysis reveals interesting relationships between causal models, measurement noise, out-of-domain generalization, and reliance on spurious signals.
After revision:  In this paper, we explore a toy analog , using linear Gaussian models , observing interesting relationships between causal models, measurement noise, out-of-domain generalization, and reliance on spurious signals.