Edge LLMs for Real-Time Contextual Understanding with Ground Robots. - Tamilselvan Gurunathan; Muhammad Shehrose Raza; Aswin Kumar Janakiraman; Md. Azim Khan; Biplab Pal; Aryya Gangopadhyay (AAAI Spring Symposia, 2025)