Application of Deep Reinforcement Learning to At-the-Money S&P 500 Options Hedging

Zofia Bracha, Paweł Sakowski, Jakub Michańków

This paper explores the application of deep Q-learning to hedging at-the-money options on the S\&P~500 index. We develop an agent based on the Twin Delayed Deep Deterministic Polic…