Sharma Bibhu

Prompt-To-State Stable Vision-Language MPC for Approximated Neural Network Dynamics a Case Study on Soft Robot Control

The integration of large-scale foundation models in control loops has shown strong potential for executing complex tasks directly from natural language inputs. However, achieving stability and real-time performance remains a sig- nifi cant challenge, particularly for systems with hard-to-model dynam…