Dynamic Distribution-Aware Uncertainty Tracking in Vision-Language Representation Learning

Ao Zhou, Zhiwei Jiang, Zifeng Cheng +4

Uncertainty Quantification (UQ) aims to measure the reliability of model predictions, serving as a critical safeguard for deploying Vision-Language Models (VLMs) in safety-critical…