SHAP zero estimates Shapley values and interactions with a near-zero marginal cost for future queried sequences through the Fourier transform.

We introduce faithful interaction explanations of CLIP and SigLIP models (FIxLIP), offering a unique perspective on interpreting image–text similarity predictions.