As jobjed already pointed out, there is simply no way to defeat physics. The F-22 and F-35 are not invisible to all bands, and the lower the band, the more visible the F-22/F-35. That's why the yagi antenna (517) on the 052C/D is considered an anti-stealth early warning radar, as it operates in the UHF band. On the other hand, what's good for the goose is also good for the gander. J-20s and J-31s should also be easily detectable and trackable to either an E-2C or an E-2D.
Even a radar in L band can detect stealth fighters, just not as good as UHF or VHF. Come to think of it, both S-band and X-band will also detect stealth targets, just at a significantly compressed range compared to non-stealth targets. More radiating elements, more power output per element (i.e. GaN), and more advanced algorithms help to overcome stealth at any frequency, whether UHF or X-band. I actually wouldn't even be remotely surprised if the SPY-6 and Type 346(C?) could both detect stealth targets at significant ranges, assuming the latter is also using GaN emitters.
There are ways to defeat and spoof the various bands...both electronic and physical.
The US has been testing and perfecting those methodologies for decades now...and they work.
Without the various methodologies of which I speak, at certain bands and level, yes, they otherwise would be detectable. But as I say, they can also be spoofed and they can also be rendered much less capable of understanding what they are looking at, or rendered far enough/low enough into the background to make them, for all intents and purposes not able to pull them out.
Time will tell whether the US has done the job well enough...as well as tell whether the PLAN and others have been able to determine what they are and themselves able to overcome them.
Right now, given the amount of sheer time, money, and experience invested over the years, I would be very surprised of the new capabilities for the PRC defeat it out f the chute.
Its the nature of the beast...move/development --- countermove/development. Been going on since man developed the first spear, arrow, sword, etc.