What Hides behind Unfairness? Exploring Dynamics Fairness in Reinforcement Learning

Zhihong Deng, Jing Jiang, Guodong Long +1

In sequential decision-making problems involving sensitive attributes like race and gender, reinforcement learning (RL) agents must carefully consider long-term fairness while maxi…