According to the in-game stats and all the wikis I've found, the two types of rockets are:
Damage: 60 Explosion
Damage: 40 Explosion
Why would I want to research and craft explosive rockets, if they do less damage? It sounds like perhaps explosive rockets have a bigger blast radius, but nobody's actually said that.