Metrics for Explainable AI: Challenges and Prospects

11 December 2018

Papers citing "Metrics for Explainable AI: Challenges and Prospects"

50 / 115 papers shown

Title
KERAIA: An Adaptive and Explainable Framework for Dynamic Knowledge Representation and Reasoning Stephen Richard Varey A. D. Stefano Anh Han 73 0 0 07 May 2025
Building Trustworthy Multimodal AI: A Review of Fairness, Transparency, and Ethics in Vision-Language Tasks Mohammad Saleha Azadeh Tabatabaeib 52 0 0 14 Apr 2025
Investigating the Duality of Interpretability and Explainability in Machine Learning Moncef Garouani Josiane Mothe Ayah Barhrhouj Julien Aligon AAML 47 2 0 27 Mar 2025
Explaining the Unexplainable: A Systematic Review of Explainable AI in Finance Md Talha Mohsin Nabid Bin Nasim 44 0 0 07 Mar 2025
Explainable AI in Time-Sensitive Scenarios: Prefetched Offline Explanation Model Fabio Michele Russo C. Metta Anna Monreale S. Rinzivillo Fabio Pinelli 73 0 0 06 Mar 2025
Human-centered explanation does not fit all: The interplay of sociotechnical, cognitive, and individual factors in the effect AI explanations in algorithmic decision-making Yongsu Ahn Yu-Ru Lin Malihe Alikhani Eunjeong Cheon 222 0 0 17 Feb 2025
Explaining Decisions of Agents in Mixed-Motive Games Maayan Orner Oleg Maksimov Akiva Kleinerman Charles Ortiz Sarit Kraus 104 1 0 28 Jan 2025
XEQ Scale for Evaluating XAI Experience Quality A. Wijekoon Nirmalie Wiratunga D. Corsar Kyle Martin Ikechukwu Nkisi-Orji Belén Díaz-Agudo Derek Bridge 55 2 0 20 Jan 2025
GraphXAIN: Narratives to Explain Graph Neural Networks Mateusz Cedro David Martens 62 0 0 04 Nov 2024
Towards Unifying Evaluation of Counterfactual Explanations: Leveraging Large Language Models for Human-Centric Assessments M. Domnich Julius Valja Rasmus Moorits Veski Giacomo Magnifico Kadi Tulver Eduard Barbu Raul Vicente LRM ELM 48 4 0 28 Oct 2024
Exploring the Plausibility of Hate and Counter Speech Detectors with Explainable AI Adrian Jaques Böck D. Slijepcevic Matthias Zeppelzauer 49 0 0 25 Jul 2024
Whether to trust: the ML leap of faith Tory Frame Sahraoui Dhelim George Stothart E. Coulthard 46 0 0 17 Jul 2024
Enabling MCTS Explainability for Sequential Planning Through Computation Tree Logic Ziyan An Hendrik Baier Abhishek Dubey Ayan Mukhopadhyay Meiyi Ma LRM 44 3 0 15 Jul 2024
DAHRS: Divergence-Aware Hallucination-Remediated SRL Projection Sangpil Youm Brodie Mather Chathuri Jayaweera Juliana Prada Bonnie J. Dorr VLM 43 0 0 12 Jul 2024
Through the Thicket: A Study of Number-Oriented LLMs derived from Random Forest Models M. Romaszewski Przemysław Sekuła P. Głomb M. Cholewa Katarzyna Kołodziej 44 0 0 07 Jun 2024
ADESSE: Advice Explanations in Complex Repeated Decision-Making Environments Sören Schleibaum Lu Feng Sarit Kraus Jörg P. Müller 49 2 0 31 May 2024
A Multi-Modal Explainability Approach for Human-Aware Robots in Multi-Party Conversation Iveta Becková Stefan Pócos Giulia Belgiovine Marco Matarese A. Sciutti Carlo Mazzola Carlo Mazzola 42 0 0 20 May 2024
Explainable AI (XAI) in Image Segmentation in Medicine, Industry, and Beyond: A Survey Rokas Gipiškis Chun-Wei Tsai Olga Kurasova 68 5 0 02 May 2024
From "AI" to Probabilistic Automation: How Does Anthropomorphization of Technical Systems Descriptions Influence Trust? Nanna Inie Stefania Druga Peter Zukerman Emily M. Bender 24 20 0 08 Apr 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
Dissecting users' needs for search result explanations Prerna Juneja Wenjuan Zhang Alison Smith-Renner Hemank Lamba Joel R. Tetreault Alex Jaimes FAtt 31 5 0 29 Jan 2024
Toward enriched Cognitive Learning with XAI M. Nizami Ulrike Kuhl J. Alonso-Moral Alessandro Bogliolo 32 1 0 19 Dec 2023
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
Usability and Adoption of Graphical Data-Driven Development Tools Thomas Weber Sven Mayer 17 0 0 09 Nov 2023
Evaluating Chatbots to Promote Users' Trust -- Practices and Open Problems Biplav Srivastava Kausik Lakkaraju T. Koppel Vignesh Narayanan Ashish Kundu Sachindra Joshi 37 2 0 09 Sep 2023
Towards a Comprehensive Human-Centred Evaluation Framework for Explainable AI Ivania Donoso-Guzmán Jeroen Ooge Denis Parra K. Verbert 53 6 0 31 Jul 2023
A New Perspective on Evaluation Methods for Explainable Artificial Intelligence (XAI) Timo Speith Markus Langer 34 12 0 26 Jul 2023
Choose your Data Wisely: A Framework for Semantic Counterfactuals Edmund Dervakos Konstantinos Thomas Giorgos Filandrianos Giorgos Stamou AAML 32 6 0 28 May 2023
A Survey of Explainable AI and Proposal for a Discipline of Explanation Engineering Clive Gomes Lalitha Natraj Shijun Liu Anushka Datta 21 0 0 20 May 2023
Explanation Strategies for Image Classification in Humans vs. Current Explainable AI Ruoxi Qi Yueyuan Zheng Yi Yang Caleb Chen Cao J. H. Hsiao 38 5 0 10 Apr 2023
Explaining Groups of Instances Counterfactually for XAI: A Use Case, Algorithm and User Study for Group-Counterfactuals Greta Warren Markt. Keane Christophe Guéret Eoin Delaney 26 13 0 16 Mar 2023
Explaining Model Confidence Using Counterfactuals Thao Le Tim Miller Ronal Singh L. Sonenberg 21 4 0 10 Mar 2023
Explainable Goal Recognition: A Framework Based on Weight of Evidence Abeer Alshehri Tim Miller Mor Vered 50 3 0 09 Mar 2023
RACCER: Towards Reachable and Certain Counterfactual Explanations for Reinforcement Learning Jasmina Gajcin Ivana Dusparic CML 32 3 0 08 Mar 2023
A System's Approach Taxonomy for User-Centred XAI: A Survey Ehsan Emamirad Pouya Ghiasnezhad Omran A. Haller S. Gregor 31 1 0 06 Mar 2023
Understanding User Preferences in Explainable Artificial Intelligence: A Survey and a Mapping Function Proposal M. Hashemi Ali Darejeh Francisco Cruz 47 3 0 07 Feb 2023
Advances in Automatically Rating the Trustworthiness of Text Processing Services Biplav Srivastava Kausik Lakkaraju Mariana Bernagozzi Marco Valtorta 30 6 0 04 Feb 2023
ASQ-IT: Interactive Explanations for Reinforcement-Learning Agents Yotam Amitai Guy Avni Ofra Amir 47 3 0 24 Jan 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 49 105 0 18 Jan 2023
Towards Reconciling Usability and Usefulness of Explainable AI Methodologies Pradyumna Tambwekar Matthew C. Gombolay 41 8 0 13 Jan 2023
Explainable AI for Bioinformatics: Methods, Tools, and Applications Md. Rezaul Karim Tanhim Islam Oya Beyan Christoph Lange Michael Cochez Dietrich-Rebholz Schuhmann Stefan Decker 34 68 0 25 Dec 2022
Counterfactual Explanations for Misclassified Images: How Human and Machine Explanations Differ Eoin Delaney A. Pakrashi Derek Greene Markt. Keane 40 16 0 16 Dec 2022
Interpretable ML for Imbalanced Data Damien Dablain C. Bellinger Bartosz Krawczyk D. Aha Nitesh Chawla 24 1 0 15 Dec 2022
Going Beyond XAI: A Systematic Survey for Explanation-Guided Learning Yuyang Gao Siyi Gu Junji Jiang S. Hong Dazhou Yu Liang Zhao 31 39 0 07 Dec 2022
Attribution-based XAI Methods in Computer Vision: A Review Kumar Abhishek Deeksha Kamath 35 18 0 27 Nov 2022
Concept-based Explanations using Non-negative Concept Activation Vectors and Decision Tree for CNN Models Gayda Mutahar Tim Miller FAtt 29 6 0 19 Nov 2022
Behaviour Trees for Creating Conversational Explanation Experiences A. Wijekoon D. Corsar Nirmalie Wiratunga 27 3 0 11 Nov 2022
Global and Local Analysis of Interestingness for Competency-Aware Deep Reinforcement Learning Pedro Sequeira Jesse Hostetler Melinda Gervasio 18 0 0 11 Nov 2022
Towards Human Cognition Level-based Experiment Design for Counterfactual Explanations (XAI) M. Nizami Muhammad Yaseen Khan Alessandro Bogliolo 32 3 0 31 Oct 2022
TEFL: Turbo Explainable Federated Learning for 6G Trustworthy Zero-Touch Network Slicing Swastika Roy Hatim Chergui C. Verikoukis 18 3 0 18 Oct 2022