The future of human-centric eXplainable Artificial Intelligence (XAI) is not post-hoc explanations

1 July 2023

Papers citing "The future of human-centric eXplainable Artificial Intelligence (XAI) is not post-hoc explanations"

12 / 12 papers shown

Title
In defence of post-hoc explanations in medical AI Joshua Hatherley Lauritz Munch Jens Christian Bjerring 24 0 0 29 Apr 2025
A constraints-based approach to fully interpretable neural networks for detecting learner behaviors Juan D. Pinto Luc Paquette 29 0 0 10 Apr 2025
PRECISe : Prototype-Reservation for Explainable Classification under Imbalanced and Scarce-Data Settings Vaibhav Ganatra Drishti Goel 37 0 0 11 Aug 2024
Interpret3C: Interpretable Student Clustering Through Individualized Feature Selection Isadora Salles Paola Mejia-Domenzain Vinitra Swamy Julian Blackwell Tanja Kaser 20 1 0 28 May 2024
Towards a Unified Framework for Evaluating Explanations Juan D. Pinto Luc Paquette 14 1 0 22 May 2024
Deep Learning for Educational Data Science Juan D. Pinto Luc Paquette 27 0 0 12 Apr 2024
InterpretCC: Intrinsic User-Centric Interpretability through Global Mixture of Experts Vinitra Swamy Syrielle Montariol Julian Blackwell Jibril Frej Martin Jaggi Tanja Kaser 31 3 0 05 Feb 2024
Justifiable Artificial Intelligence: Engineering Large Language Models for Legal Applications Sabine Wehnert AILaw 29 4 0 27 Nov 2023
How Well Do Feature-Additive Explainers Explain Feature-Additive Predictors? Zachariah Carmichael Walter J. Scheirer FAtt 17 3 0 27 Oct 2023
Fairness via Explanation Quality: Evaluating Disparities in the Quality of Post hoc Explanations Jessica Dai Sohini Upadhyay Ulrich Aivodji Stephen H. Bach Himabindu Lakkaraju 35 55 0 15 May 2022
The Disagreement Problem in Explainable Machine Learning: A Practitioner's Perspective Satyapriya Krishna Tessa Han Alex Gu Steven Wu S. Jabbari Himabindu Lakkaraju 157 181 0 03 Feb 2022
On Interpretability of Deep Learning based Skin Lesion Classifiers using Concept Activation Vectors Adriano Lucieri Muhammad Naseer Bajwa S. Braun M. I. Malik Andreas Dengel Sheraz Ahmed MedIm 149 64 0 05 May 2020