Afsaneh Hasanebrahimi

Density-Aware Translation of Spurious Correlations in Zero-Shot VLMs

Vision-Language models (VLMs), such as CLIP, achieve powerful zero-shot classification. However, their predictions remain sensitive to spurious correlations, where contextual cues dominate over semantic content. Earlier solutions typically rely on fine-tuning or prompt engineering, which either unde…