Accelerate Reinforcement Learning with PID Controllers in the Pendulum Simulations

This addresses the issue of slow training times in reinforcement learning for researchers and practitioners, but appears incremental as it applies a known control method to an existing problem.

The paper tackles the problem of slow reinforcement learning by using a PID controller-based coaching scheme to expedite it, resulting in unspecified improvements in training speed.