Personalized and Robust Proactive Robot Assistance with Uncertainty-Guided LLM Reasoning

Alvaro Gonzalez, M. H. Hasan Shovo, Ali Ayub

Proactive robot assistance in household environments requires accurate prediction of human activities and object usage under dynamic and noisy conditions. Existing approaches often…