2/14/2023 0 Comments Facade mods![]() ![]() In particular, we merge the layers of a target model with a Facade Model that overwhelms the gradients without affecting the predictions. In this paper, however, we demonstrate that the gradients of a model are easily manipulable, and thus bring into question the reliability of gradient-based analyses. Abstract Gradient-based analysis methods, such as saliency map visualizations and adversarial input perturbations, have found widespread use in interpreting neural NLP models due to their simplicity, flexibility, and most importantly, the fact that they directly reflect the model internals. ![]()
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