Rhetorical question: what's so special about the polynomial coefficients when fitting a model? This isn't addressed in an article about regularization, yet it'

Rhetorical question: what's so special about the polynomial coefficients when fitting a model? This isn't addressed in an article about regularization, yet it's a key point.