Yes, but they are supposed to be if you want reasonable returns for the risk, which is one more reason the Fed Model is wrong. Compared to the past however not that cheap. Jim Hamilton takes a look:

We’re currently at a P/E around 14, a bit below the historical long-run average P/E of 16.3, meaning [...]