They don't, but they do idle as low a 4W for the whole system[1] so running one off a large portable battery would be possible (if not exactly elegant).
Which is surprisingly hard to find for a portable (usb-C) battery.
Annoying during a power outage though.
Works on all APC UPSes that I've tried, at least.