Note the individual specific constant term that represents the unobserved heterogeneity and the addition to the regression. In the restaurant study, x; was characteristics of the store such as chain store type, ownership, and region- all features that would be the same in both waves. These would be fixed effects. In the difference in differences context, while they might indeed be influential in the outcome levels, it is clear that they will fall out of the differences:
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