Y. Isabel Liu

Towards Improvisational TAMP: Learning Low-Level Shortcuts in Abstract Planning Graphs

Long-horizon decision-making with sparse rewards and continuous states and actions remains a fundamental challenge in AI and robotics. Task and motion planning (TAMP) is a model-based framework that addresses this challenge by planning hierarchically with abstract actions (options). These options ar…