Chengqi Zheng

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

Long-horizon planning in robotic manipulation tasks requires translating underspecified, symbolic goals into executable control programs satisfying spatial, temporal, and physical constraints. However, language model-based planners often struggle with long-horizon task decomposition, robust constrai…