Anyone know if harder difficulty give us more EXP points?

Same question as in topic.

No. As far as I know / can tell it only affects the amount of heath robots have, and the amount of damage they inflict.

Number of enemies, XP, loot and AI remains the same regardless of skill level at the moment.

One more thing to add considering difficulty levels: Higher difficulty level makes it easier to spawn personal Rivals.