UniConFlow: A Unified Constrained Flow-Matching Framework for Certified Motion Planning
UniConFlow is a training-free method for motion planning that uses flow matching to learn velocity fields for complex trajectories while respecting constraints. It handles both equality and inequality constraints without retraining, ensuring certified safety in tasks like inverted pendulums and car racing by integrating guidance and stability directly into the generative process.