Personalized and Robust Proactive Robot Assistance with Uncertainty-Guided LLM Reasoning
GLOBE is a lightweight framework for proactive robot assistance that predicts human activities and object usage in homes. It combines simple n-gram Markov models for patterns with large language model (LLM) reasoning, which is used only when the system is uncertain. This method achieves competitive performance while significantly improving robustness against environmental noise.