We study the forward collective behavior problem: how to predict swarm behavior given a problem de- scription and high level characteristics of the robot control algorithm. We present a differential equation model of swarm behavior which does not require post- hoc parameter tuning or knowledge of the nature of the problem the swarm is working on to produce accurate predictions.