Faridoun Mehri

LibraGrad: Balancing Gradient Flow for Universally Better Vision Transformer Attributions

Why do gradient-based explanations struggle with Transformers, and how can we improve them? We identify gradient flow imbalances in Transformers that violate FullGrad-completeness, a critical property for attribution faithfulness that CNNs naturally possess. To address this issue, we introduce Libra…