2026
Detecting Misbehaviors of Large Vision-Language Models by Evidential Uncertainty Quantification
ICLR 2026poster
Large vision-language models (LVLMs) have shown substantial advances in multimodal understanding and generation. However, when presented with incompetent or adversarial inputs, they frequently produce unreliable or even harmful contents, such as fact hallucinations or dangerous instructions. This mi…