Best advice is to inspect them for bulges or leaks, then use a variac to raise the voltage slowly and give the capacitors time to re-form.They won't have bulges if they've been sitting.
The traditional means for reforming/testing the filter caps is to remove all the tubes, and then put an incandescent light bulb of about 40-50 watts in series with the power plug. If the caps want to draw current (and thus in time overheat, which is Bad) they'll light up the bulb. This prevents the caps being damaged. When the bulb does not light, you're all set to go.
Otherwise you do run the risk of the caps failing, and they can take out the power transformer with them.
So don't run the amps unless you've done something about this!