A Theoretical Analysis of Environment-Aware Out-of-Distribution Detection for Vision-Language Models

Salimeh Sekeh, Mary Wisell

Continual vision-language models (VLMs) encounter a stream of environments and must also reject inputs that do not belong to the environment at hand. Class information from earlier…