Membership inference arises in these contexts as a potential auditing method for detecting unauthorized data usage.

SeT AR enhances OOD detection via post-hoc modification of the model's

Adaptation of pretrained vision-language models such as CLIP to various downstream tasks have raised great interest in recent researches.

Thus, modeling and coordinating multimodal information is of great value for large-scale models to reason about real-world scenarios.