Yes, the Philips Curve is pretty much the poster child example of the Lucas Critique. That is, observed invariants often cease to be invariant when policy changes. When we well and truly went off the gold standard the Philips Curve ceased to have predictive power for the US economy.
Wikipedia seems to think that the 1970s in the US show that it doesn't work.