Interpretable Preference-based Reinforcement Learning with Tree-Structured Reward Functions

Tom Bewley, Freddy Lecue

The potential of reinforcement learning (RL) to deliver aligned and performant agents is partially bottlenecked by the reward engineering problem. One alternative to heuristic tria…