For the purpose of blurring, there's nothing wrong with linear RGB.

HSL has the angle discontinuity which is really annoying to deal with and sometimes even impossible to work around.

CIELAB should be fine in theory, but it's not what people actually use on their screens, so I've had some problems with it in practice.