Rubber "grippy" things, as sunnata suggests... or in combination with freezing the assembly and then dipping the female
thread in hot water - causing it to expand and loosen it's grip.
None of that works (and one or a combination should 99% of the time)... try a penetrant, like
PB Blaster, or even WD40.