Namiko Saito

Replanning human–robot collaborative tasks with vision–language models via semantic and physical dual–correction

Human–robot collaborative assembly requires robots to interpret ambiguous corrective instructions while producing physically executable motions. Vision–language models (VLMs) provide semantic reasoning but may select logically inconsistent targets or misjudge execution outcomes....