InstructFlow: Adaptive Symbolic Constraint-Guided Code Generation for Long-Horizon Planning

Neural Information Processing Systems 

Long-horizon planning in robotic manipulation tasks requires translating underspecified, symbolic goals into executable control programs satisfying spatial, temporal, and physical constraints.