Human-centered Explainable AI: Towards a Reflective Sociotechnical Approach

4 February 2020

Papers citing "Human-centered Explainable AI: Towards a Reflective Sociotechnical Approach"

34 / 34 papers shown

Title
What Do People Want to Know About Artificial Intelligence (AI)? The Importance of Answering End-User Questions to Explain Autonomous Vehicle (AV) Decisions Somayeh Molaei Lionel P. Robert Nikola Banovic 31 0 0 09 May 2025
A Multi-Layered Research Framework for Human-Centered AI: Defining the Path to Explainability and Trust Chameera De Silva Thilina Halloluwa Dhaval Vyas 29 0 0 14 Apr 2025
Is Conversational XAI All You Need? Human-AI Decision Making With a Conversational XAI Assistant Gaole He Nilay Aishwarya U. Gadiraju 51 6 0 29 Jan 2025
Fine-Grained Appropriate Reliance: Human-AI Collaboration with a Multi-Step Transparent Decision Workflow for Complex Task Decomposition Gaole He Patrick Hemmer Michael Vossing Max Schemmer U. Gadiraju 53 0 0 19 Jan 2025
Explainable AI Reloaded: Challenging the XAI Status Quo in the Era of Large Language Models Upol Ehsan Mark O. Riedl 30 2 0 09 Aug 2024
Rideshare Transparency: Translating Gig Worker Insights on AI Platform Design to Policy Varun Nagaraj Rao Samantha Dalal Eesha Agarwal D. Calacci Andrés Monroy-Hernández 29 2 0 16 Jun 2024
Responding to Generative AI Technologies with Research-through-Design: The Ryelands AI Lab as an Exploratory Study Jesse Josua Benjamin Joseph Lindley Elizabeth Edwards Elisa Rubegni Tim Korjakow David Grist Rhiannon Sharkey 35 11 0 07 May 2024
What is the focus of XAI in UI design? Prioritizing UI design principles for enhancing XAI user experience Dian Lei Yao He Jianyou Zeng 46 1 0 21 Feb 2024
Unpacking Human-AI interactions: From interaction primitives to a design space Konstantinos Tsiakas Dave Murray-Rust 37 3 0 10 Jan 2024
Trust, distrust, and appropriate reliance in (X)AI: a survey of empirical evaluation of user trust Roel W. Visser Tobias M. Peters Ingrid Scharlau Barbara Hammer 29 5 0 04 Dec 2023
User Experience Design Professionals' Perceptions of Generative Artificial Intelligence Jie Li Hancheng Cao Laura Lin Youyang Hou Ruihao Zhu Abdallah El Ali 44 51 0 26 Sep 2023
Interactive Explanation with Varying Level of Details in an Explainable Scientific Literature Recommender System Mouadh Guesmi Mohamed Amine Chatti Shoeb Joarder Qurat Ul Ain R. Alatrash Clara Siepmann Tannaz Vahidi 16 9 0 09 Jun 2023
Explaining the ghosts: Feminist intersectional XAI and cartography as methods to account for invisible labour Goda Klumbytė Hannah Piehl Claude Draude 15 1 0 05 May 2023
Explainability in AI Policies: A Critical Review of Communications, Reports, Regulations, and Standards in the EU, US, and UK L. Nannini Agathe Balayn A. Smith 26 37 0 20 Apr 2023
Charting the Sociotechnical Gap in Explainable AI: A Framework to Address the Gap in XAI Upol Ehsan Koustuv Saha M. D. Choudhury Mark O. Riedl 29 57 0 01 Feb 2023
Understanding the Role of Human Intuition on Reliance in Human-AI Decision-Making with Explanations Valerie Chen Q. V. Liao Jennifer Wortman Vaughan Gagan Bansal 52 105 0 18 Jan 2023
Towards Reconciling Usability and Usefulness of Explainable AI Methodologies Pradyumna Tambwekar Matthew C. Gombolay 41 8 0 13 Jan 2023
The Principles of Data-Centric AI (DCAI) M. H. Jarrahi Ali Memariani Shion Guha 34 55 0 26 Nov 2022
"Help Me Help the AI": Understanding How Explainability Can Support Human-AI Interaction Sunnie S. Y. Kim E. A. Watkins Olga Russakovsky Ruth C. Fong Andrés Monroy-Hernández 45 109 0 02 Oct 2022
Explanations, Fairness, and Appropriate Reliance in Human-AI Decision-Making Jakob Schoeffer Maria De-Arteaga Niklas Kuehl FaML 57 47 0 23 Sep 2022
Beware the Rationalization Trap! When Language Model Explainability Diverges from our Mental Models of Language Rita Sevastjanova Mennatallah El-Assady LRM 45 9 0 14 Jul 2022
Humans are not Boltzmann Distributions: Challenges and Opportunities for Modelling Human Feedback and Interaction in Reinforcement Learning David Lindner Mennatallah El-Assady OffRL 37 16 0 27 Jun 2022
Mediators: Conversational Agents Explaining NLP Model Behavior Nils Feldhus A. Ravichandran Sebastian Möller 50 16 0 13 Jun 2022
Grounding Explainability Within the Context of Global South in XAI Deepa Singh M. Slupczynski Ajit G. Pillai Vinoth Pandian Sermuga Pandian 19 3 0 13 May 2022
A Survey of Explainable Reinforcement Learning Stephanie Milani Nicholay Topin Manuela Veloso Fei Fang XAI LRM 35 53 0 17 Feb 2022
Better Together? An Evaluation of AI-Supported Code Translation Justin D. Weisz Michael J. Muller Steven I. Ross Fernando Martinez Stephanie Houde Mayank Agarwal Kartik Talamadupula John T. Richards 29 66 0 15 Feb 2022
Towards Explainable Artificial Intelligence in Banking and Financial Services Ambreen Hanif 22 9 0 14 Dec 2021
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
Explainability Pitfalls: Beyond Dark Patterns in Explainable AI Upol Ehsan Mark O. Riedl XAI SILM 59 58 0 26 Sep 2021
The Who in XAI: How AI Background Shapes Perceptions of AI Explanations Upol Ehsan Samir Passi Q. V. Liao Larry Chan I-Hsiang Lee Michael J. Muller Mark O. Riedl 34 86 0 28 Jul 2021
Explainable Activity Recognition for Smart Home Systems Devleena Das Yasutaka Nishimura R. Vivek Naoto Takeda Sean T. Fish Thomas Ploetz Sonia Chernova 24 41 0 20 May 2021
Designing AI for Trust and Collaboration in Time-Constrained Medical Decisions: A Sociotechnical Lens Maia L. Jacobs Jeffrey He Melanie F. Pradier Barbara D. Lam Andrew C Ahn T. McCoy R. Perlis Finale Doshi-Velez Krzysztof Z. Gajos 54 145 0 01 Feb 2021
Expanding Explainability: Towards Social Transparency in AI systems Upol Ehsan Q. V. Liao Michael J. Muller Mark O. Riedl Justin D. Weisz 43 394 0 12 Jan 2021
Effective Approaches to Attention-based Neural Machine Translation Thang Luong Hieu H. Pham Christopher D. Manning 223 7,930 0 17 Aug 2015