Geometry-Adaptive Explainer for Faithful Dictionary-Based Interpretability under Distribution Shift
The Geometry-Adaptive Explainer (GAE), which realigns the dictionary with the OOD-active subspace while preserving the original sparse feature activations, and bound the excess projection loss caused by any remaining faithfulness gap.