Reward Tweaking: Maximizing the Total Reward While Planning for Short Horizons

Chen Tessler, Shie Mannor

In reinforcement learning, the discount factor $\gamma$ controls the agent's effective planning horizon. Traditionally, this parameter was considered part of the MDP; however, as deep r…