I’m using the onboard audio card, which requires the device to be plugged in before it displays properly.
As for the HDMI audio card, it also works correctly after installing the latest NVIDIA Linux driver.
Additionally, my computer uses an HDMI-to-VGA adapter cable. The UKUI login screen displays normally, but after logging in, the UKUI interface fails to appear. Installing the latest NVIDIA Linux driver resolves this issue.
Similarly, my Lenovo USB E08 headphones automatically switch to the correct audio device upon plugging in, just like on Windows.