Attention Mechanisms Don't Learn Additive Models: Rethinking Feature Importance for Transformers

10 January 2025

Papers citing "Attention Mechanisms Don't Learn Additive Models: Rethinking Feature Importance for Transformers"

6 / 6 papers shown

Title
Gender Bias in Explainability: Investigating Performance Disparity in Post-hoc Methods Mahdi Dhaini Ege Erdogan Nils Feldhus Gjergji Kasneci 31 0 0 02 May 2025
Large Language Models as Attribution Regularizers for Efficient Model Training Davor Vukadin Marin Šilić Goran Delač 36 0 0 27 Feb 2025
The Language of Trauma: Modeling Traumatic Event Descriptions Across Domains with Explainable AI Miriam Schirmer Tobias Leemann Gjergji Kasneci Jürgen Pfeffer David Jurgens 62 0 0 12 Aug 2024
ChatGPT Makes Medicine Easy to Swallow: An Exploratory Case Study on Simplified Radiology Reports Katharina Jeblick B. Schachtner Jakob Dexl Andreas Mittermeier Anna Theresa Stüber ... Tobias Weber Philipp Wesp B. Sabel J. Ricke Michael Ingrisch LM&MA MedIm 98 368 0 30 Dec 2022
From Shapley Values to Generalized Additive Models and back Sebastian Bordt U. V. Luxburg FAtt TDI 51 33 0 08 Sep 2022
Neural Legal Judgment Prediction in English Ilias Chalkidis Ion Androutsopoulos Nikolaos Aletras AILaw ELM 98 279 0 05 Jun 2019