Program Machine Policy: Addressing Long-Horizon Tasks by Integrating Program Synthesis and State Machines

Yu-An Lin, Chen-Tao Lee, Guan-Ting Liu +2

Deep reinforcement learning (deep RL) excels in various domains but lacks generalizability and interpretability. On the other hand, programmatic RL methods (Trivedi et al., 2021; L…