Abderrahmene Boudiaf

Uncertainty-Aware Decision Making in Multimodal Large Language Models

This survey organizes the literature on uncertainty-aware MLLMs around a decision-centered framework: uncertainty sources give rise to observable signals, signals must be calibrated or controlled for risk, and calibrated uncertainty should determine the system action.