Explaining Classifications to Non Experts: An XAI User Study of Post Hoc Explanations for a Classifier When People Lack Expertise

19 December 2022

Papers citing "Explaining Classifications to Non Experts: An XAI User Study of Post Hoc Explanations for a Classifier When People Lack Expertise"

6 / 6 papers shown

Title
Exploring the Impact of Explainable AI and Cognitive Capabilities on Users' Decisions Federico Maria Cau Lucio Davide Spano 31 0 0 02 May 2025
Explainable few-shot learning workflow for detecting invasive and exotic tree species Caroline M. Gevaert Alexandra Aguiar Pedro Ou Ku Hao Cheng Pranav Chandramouli Farzaneh Dadrass Javan Francesco Nattino Sonja Georgievska 29 0 0 01 Nov 2024
Mean Opinion Score as a New Metric for User-Evaluation of XAI Methods Hyeon Yu Jenny Benois-Pineau Romain Bourqui R. Giot Alexey Zhukov 28 0 0 29 Jul 2024
Allowing humans to interactively guide machines where to look does not always improve human-AI team's classification accuracy Giang Nguyen Mohammad Reza Taesiri Sunnie S. Y. Kim Anh Nguyen HAI AAML FAtt 29 6 0 08 Apr 2024
The Impact of Imperfect XAI on Human-AI Decision-Making Katelyn Morrison Philipp Spitzer Violet Turri Michelle C. Feng Niklas Kühl Adam Perer 25 32 0 25 Jul 2023
Counterfactual Explanations for Misclassified Images: How Human and Machine Explanations Differ Eoin Delaney A. Pakrashi Derek Greene Markt. Keane 21 15 0 16 Dec 2022