Wenyun Zhao

Synthesizing Programmatic Policy for Generalization within Task Domain

Deep reinforcement learning struggles to generalize across tasks that remain unseen during training. Consider a neural process observed in humans and animals, where they not only learn new solutions but also deduce shared subroutines. These subroutines can be applied to tasks involving similar state…