Well, you don't even need a radar. Tamara sensor could detect B-2, when it had it's onboard radar on.
Also, the APQ-181 is a LPI radar, which means it’s specifically designed to avoid correlation of signals such that you can track by the signals emitted. There are presumably some downsides to working in LPI, but the upside is that the signal is designed to be indistinguishable from an increased noise floor.
Which they don't.
Then the B-2s fly in in unopposed.
The key to the B-2s is dropping the F-35s. Which seems to be hard.