Before revision:  This problem is exacerbated by an expanding scale of MAS. Inverse reinforcement learning (IRL) provides a framework to automatically acquire proper reward functions from expert demonstrations.
After revision:  Although inverse RL (IRL) provides a framework to automatically acquire proper reward functions from expert demonstrations.