Demonstration-Free Robotic Control via LLM Agents

Brian Y. Tsui, Alan Y. Fang, Tiffany J. Hwu

Robotic manipulation has increasingly adopted vision-language-action (VLA) models, which achieve strong performance but typically require task-specific demonstrations and fine-tuni…