Explanation User Interfaces: A Systematic Literature Review

Explanation User Interfaces: A Systematic Literature Review

26 May 2025

Eleonora Cappuccio

Andrea Esposito

Francesco Greco

Giuseppe Desolda

Rosa Lanzilotti

Salvatore Rinzivillo

Papers citing "Explanation User Interfaces: A Systematic Literature Review"

15 / 15 papers shown

Title
Rethinking Human-AI Collaboration in Complex Medical Decision Making: A Case Study in Sepsis Diagnosis Shao Zhang Jianing Yu Xuhai Xu Changchang Yin Yuxuan Lu ... Melanie Tory Lace M. Padilla Jeffrey Caterino Ping Zhang Dakuo Wang 60 42 0 17 Sep 2023
TRIVEA: Transparent Ranking Interpretation using Visual Explanation of Black-Box Algorithmic Rankers Jun Yuan Kaustav Bhattacharjee A. Islam Aritra Dasgupta 41 3 0 28 Aug 2023
VISHIEN-MAAT: Scrollytelling visualization design for explaining Siamese Neural Network concept to non-technical users Noptanit Chotisarn S. Gulyanon Tianye Zhang Wei Chen 19 10 0 04 Apr 2023
ConceptExplainer: Interactive Explanation for Deep Neural Networks from a Concept Perspective Jinbin Huang Aditi Mishra Bum Chul Kwon Chris Bryan FAtt HAI 59 33 0 04 Apr 2022
Visual Exploration of Machine Learning Model Behavior with Hierarchical Surrogate Rule Sets Jun Yuan Brian Barr Kyle Overton E. Bertini 30 10 0 19 Jan 2022
M2Lens: Visualizing and Explaining Multimodal Models for Sentiment Analysis Xingbo Wang Jianben He Zhihua Jin Muqiao Yang Yong Wang Huamin Qu 78 77 0 17 Jul 2021
Explainability via Interactivity? Supporting Nonexperts' Sensemaking of Pretrained CNN by Interacting with Their Daily Surroundings Chao Wang Pengcheng An HAI 19 7 0 31 May 2021
Human-Centered Artificial Intelligence: Reliable, Safe & Trustworthy B. Shneiderman 33 690 0 10 Feb 2020
Evaluating Saliency Map Explanations for Convolutional Neural Networks: A User Study Ahmed Alqaraawi M. Schuessler Philipp Weiß Enrico Costanza N. Bianchi-Berthouze AAML FAtt XAI 37 199 0 03 Feb 2020
Questioning the AI: Informing Design Practices for Explainable AI User Experiences Q. V. Liao D. Gruen Sarah Miller 80 709 0 08 Jan 2020
RuleMatrix: Visualizing and Understanding Classifiers with Rules Yao Ming Huamin Qu E. Bertini FAtt 46 215 0 17 Jul 2018
A Survey Of Methods For Explaining Black Box Models Riccardo Guidotti A. Monreale Salvatore Ruggieri Franco Turini D. Pedreschi F. Giannotti XAI 81 3,922 0 06 Feb 2018
Explanation in Artificial Intelligence: Insights from the Social Sciences Tim Miller XAI 217 4,229 0 22 Jun 2017
The Mythos of Model Interpretability Zachary Chase Lipton FaML 110 3,672 0 10 Jun 2016
Learning Deep Features for Discriminative Localization Bolei Zhou A. Khosla Àgata Lapedriza A. Oliva Antonio Torralba SSL SSeg FAtt 155 9,266 0 14 Dec 2015