Problem dimming filament displays vs. LED displays

Contrary to "popular" believe, PWM will work on filament lamp and I would argue the thermal lag helps. Otherwise, the driver is repeated strained due to low cold resistance of the filament.

it is how household dimmer switches work.

Most dimmers utilize triac. So they are more phase angle modulated.