Towards Human-centered Explainable AI: A Survey of User Studies for Model Explanations

20 October 2022

Gjergji Kasneci

Papers citing "Towards Human-centered Explainable AI: A Survey of User Studies for Model Explanations"

47 / 47 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
What Makes for a Good Saliency Map? Comparing Strategies for Evaluating Saliency Maps in Explainable AI (XAI) Felix Kares Timo Speith Hanwei Zhang Markus Langer FAtt XAI 38 0 0 23 Apr 2025
Immersive Explainability: Visualizing Robot Navigation Decisions through XAI Semantic Scene Projections in Virtual Reality Jorge de Heuvel Sebastian Müller Marlene Wessels Aftab Akhtar Christian Bauckhage Maren Bennewitz 49 0 0 01 Apr 2025
Which LIME should I trust? Concepts, Challenges, and Solutions Patrick Knab Sascha Marton Udo Schlegel Christian Bartelt FAtt 40 0 0 31 Mar 2025
CoE: Chain-of-Explanation via Automatic Visual Concept Circuit Description and Polysemanticity Quantification Wenlong Yu Qilong Wang Chuang Liu Dong Li Q. Hu LRM 60 0 0 19 Mar 2025
Enhancing Job Salary Prediction with Disentangled Composition Effect Modeling: A Neural Prototyping Approach Yang Ji Ying Sun Hengshu Zhu 46 0 0 17 Mar 2025
Class-Dependent Perturbation Effects in Evaluating Time Series Attributions Gregor Baer Isel Grau Chao Zhang Pieter Van Gorp AAML 48 0 0 24 Feb 2025
Is Conversational XAI All You Need? Human-AI Decision Making With a Conversational XAI Assistant Gaole He Nilay Aishwarya U. Gadiraju 38 6 0 29 Jan 2025
Attention Mechanisms Don't Learn Additive Models: Rethinking Feature Importance for Transformers Tobias Leemann Alina Fastowski Felix Pfeiffer Gjergji Kasneci 59 4 0 10 Jan 2025
A Review of Multimodal Explainable Artificial Intelligence: Past, Present and Future Shilin Sun Wenbin An Feng Tian Fang Nan Qidong Liu J. Liu N. Shah Ping Chen 93 2 0 18 Dec 2024
GPT for Games: An Updated Scoping Review (2020-2024) Daijin Yang Erica Kleinman Casper Harteveld LLMAG AI4TS AI4CE 48 3 0 01 Nov 2024
Evaluating Explanations Through LLMs: Beyond Traditional User Studies Francesco Bombassei De Bona Gabriele Dominici Tim Miller Marc Langheinrich M. Gjoreski 22 4 0 23 Oct 2024
shapiq: Shapley Interactions for Machine Learning Maximilian Muschalik Hubert Baniecki Fabian Fumagalli Patrick Kolpaczki Barbara Hammer Eyke Hüllermeier TDI 27 9 0 02 Oct 2024
Towards User-Focused Research in Training Data Attribution for Human-Centered Explainable AI Elisa Nguyen Johannes Bertram Evgenii Kortukov Jean Y. Song Seong Joon Oh TDI 374 2 0 25 Sep 2024
A User Study on Contrastive Explanations for Multi-Effector Temporal Planning with Non-Stationary Costs Xiaowei Liu Kevin McAreavey Weiru Liu 35 0 0 20 Sep 2024
Confident Teacher, Confident Student? A Novel User Study Design for Investigating the Didactic Potential of Explanations and their Impact on Uncertainty Teodor Chiaburu Frank Haußer Felix Bießmann 30 0 0 10 Sep 2024
Aggregated Attributions for Explanatory Analysis of 3D Segmentation Models Maciej Chrabaszcz Hubert Baniecki Piotr Komorowski Szymon Płotka Przemysław Biecek 31 1 0 23 Jul 2024
XEdgeAI: A Human-centered Industrial Inspection Framework with Data-centric Explainable Edge AI Approach Truong Thanh Hung Nguyen Phuc Truong Loc Nguyen Hung Cao 24 2 0 16 Jul 2024
Efficient and Accurate Explanation Estimation with Distribution Compression Hubert Baniecki Giuseppe Casalicchio Bernd Bischl Przemyslaw Biecek FAtt 46 3 0 26 Jun 2024
InFiConD: Interactive No-code Fine-tuning with Concept-based Knowledge Distillation Jinbin Huang Wenbin He Liang Gou Liu Ren Chris Bryan 50 0 0 25 Jun 2024
Inpainting the Gaps: A Novel Framework for Evaluating Explanation Methods in Vision Transformers Lokesh Badisa Sumohana S. Channappayya 42 0 0 17 Jun 2024
Classification Metrics for Image Explanations: Towards Building Reliable XAI-Evaluations Benjamin Frész Lena Lörcher Marco F. Huber 20 1 0 07 Jun 2024
A Sim2Real Approach for Identifying Task-Relevant Properties in Interpretable Machine Learning Eura Nofshin Esther Brown Brian Lim Weiwei Pan Finale Doshi-Velez 40 0 0 31 May 2024
Selective Explanations Lucas Monteiro Paes Dennis L. Wei Flavio du Pin Calmon FAtt 32 0 0 29 May 2024
Data Science Principles for Interpretable and Explainable AI Kris Sankaran FaML 38 0 0 17 May 2024
Faithful Attention Explainer: Verbalizing Decisions Based on Discriminative Features Yao Rong David Scheerer Enkelejda Kasneci 45 0 0 16 May 2024
The Drawback of Insight: Detailed Explanations Can Reduce Agreement with XAI Sabid Bin Habib Pias Alicia Freel Timothy Trammel Taslima Akter Donald Williamson Apu Kapadia 25 2 0 30 Apr 2024
Evaluating the Explainability of Attributes and Prototypes for a Medical Classification Model Luisa Gallée C. Lisson C. Lisson Daniela Drees Felix Weig D. Vogele Meinrad Beer Michael Götz 24 0 0 15 Apr 2024
How explainable AI affects human performance: A systematic review of the behavioural consequences of saliency maps Romy Müller HAI 39 6 0 03 Apr 2024
Is my Data in your AI Model? Membership Inference Test with Application to Face Images Daniel DeAlcala Aythami Morales Gonzalo Mancera Julian Fierrez Ruben Tolosana J. Ortega-Garcia CVBM 26 7 0 14 Feb 2024
Explainable Predictive Maintenance: A Survey of Current Methods, Challenges and Opportunities Logan Cummins Alexander Sommers Somayeh Bakhtiari Ramezani Sudip Mittal Joseph E. Jabour Maria Seale Shahram Rahimi 32 21 0 15 Jan 2024
I-CEE: Tailoring Explanations of Image Classification Models to User Expertise Yao Rong Peizhu Qian Vaibhav Unhelkar Enkelejda Kasneci 34 0 0 19 Dec 2023
Interpretability is in the eye of the beholder: Human versus artificial classification of image segments generated by humans versus XAI Romy Müller Marius Thoss Julian Ullrich Steffen Seitz Carsten Knoll 22 3 0 21 Nov 2023
Tell Me a Story! Narrative-Driven XAI with Large Language Models David Martens James Hinns Camille Dams Mark Vergouwen Theodoros Evgeniou 13 4 0 29 Sep 2023
Human Attention-Guided Explainable Artificial Intelligence for Computer Vision Models Guoyang Liu Jindi Zhang Antoni B. Chan J. H. Hsiao 24 14 0 05 May 2023
Sparks of Artificial General Intelligence: Early experiments with GPT-4 Sébastien Bubeck Varun Chandrasekaran Ronen Eldan J. Gehrke Eric Horvitz ... Scott M. Lundberg Harsha Nori Hamid Palangi Marco Tulio Ribeiro Yi Zhang ELM AI4MH AI4CE ALM 289 3,003 0 22 Mar 2023
The Utility of Explainable AI in Ad Hoc Human-Machine Teaming Rohan R. Paleja Muyleng Ghuy Nadun R. Arachchige Reed Jensen Matthew C. Gombolay 70 63 0 08 Sep 2022
A Psychological Theory of Explainability Scott Cheng-Hsin Yang Tomas Folke Patrick Shafto XAI FAtt 49 16 0 17 May 2022
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models Jason W. Wei Xuezhi Wang Dale Schuurmans Maarten Bosma Brian Ichter F. Xia Ed H. Chi Quoc Le Denny Zhou LM&Ro LRM AI4CE ReLM 355 8,457 0 28 Jan 2022
Human Interpretation of Saliency-based Explanation Over Text Hendrik Schuff Alon Jacovi Heike Adel Yoav Goldberg Ngoc Thang Vu MILM XAI FAtt 144 39 0 27 Jan 2022
HIVE: Evaluating the Human Interpretability of Visual Explanations Sunnie S. Y. Kim Nicole Meister V. V. Ramaswamy Ruth C. Fong Olga Russakovsky 66 114 0 06 Dec 2021
Intuitively Assessing ML Model Reliability through Example-Based Explanations and Editing Model Inputs Harini Suresh Kathleen M. Lewis John Guttag Arvind Satyanarayan FAtt 34 25 0 17 Feb 2021
Evaluating the Interpretability of Generative Models by Interactive Reconstruction A. Ross Nina Chen Elisa Zhao Hang Elena L. Glassman Finale Doshi-Velez 103 49 0 02 Feb 2021
Artificial Intelligence Methods in In-Cabin Use Cases: A Survey Yao Rong Chao Han Christian Hellert Antje Loyal Enkelejda Kasneci 22 16 0 06 Jan 2021
On Completeness-aware Concept-Based Explanations in Deep Neural Networks Chih-Kuan Yeh Been Kim Sercan Ö. Arik Chun-Liang Li Tomas Pfister Pradeep Ravikumar FAtt 122 297 0 17 Oct 2019
Methods for Interpreting and Understanding Deep Neural Networks G. Montavon Wojciech Samek K. Müller FaML 234 2,238 0 24 Jun 2017
Towards A Rigorous Science of Interpretable Machine Learning Finale Doshi-Velez Been Kim XAI FaML 251 3,683 0 28 Feb 2017