Joining after turn 1 has closed means that new players need to wait 3 turns for reinforcements, and that is sometimes all that is needed to tilt the scales.
I suggest giving new joiners reinforcements as though they joined at turn 1, and maybe offsetting the reinforcement by a number from 1 to 3, depending on which turn they joined at.