Quadratic Exponential Decrease Roll-Back: An Efficient Gradient Update Mechanism in Proximal Policy Optimization

Proximal Policy Optimization (PPO) achieved the best performance in many continuous control tasks as a popular Deep reinforcement learning algorithm. However, the maximum point of the surrogate in the PPO and its variant version is not the zero point of the policy gradient. In this paper, we propose... View More