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Explainable Artificial Intelligence: A Survey of Needs, Techniques, Applications, and Future Direction

30 August 2024

Khang Lam

Papers citing "Explainable Artificial Intelligence: A Survey of Needs, Techniques, Applications, and Future Direction"

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Title
Explainable AI: XAI-Guided Context-Aware Data Augmentation Melkamu Mersha M. Yigezu A. Tonja Hassan Shakil Samer Iskander Olga Kolesnikova Jugal Kalita 188 0 0 04 Jun 2025
PEDANTIC: A Dataset for the Automatic Examination of Definiteness in Patent Claims Valentin Knappich Annemarie Friedrich Anna Hätty Simon Razniewski 51 0 0 27 May 2025
Explainable Artificial Intelligence Techniques for Software Development Lifecycle: A Phase-specific Survey Lakshit Arora Sanjay Surendranath Girija Shashank Kapoor Aman Raj Dipen Pradhan Ankit Shetgaonkar 68 0 0 11 May 2025
Enhancing Trust Through Standards: A Comparative Risk-Impact Framework for Aligning ISO AI Standards with Global Ethical and Regulatory Contexts Sridharan Sankaran 63 0 0 22 Apr 2025
A Unified Framework with Novel Metrics for Evaluating the Effectiveness of XAI Techniques in LLMs Melkamu Mersha Mesay Gemeda Yigezu Hassan Shakil Ali Al shami SangHyun Byun Jugal Kalita 222 2 0 06 Mar 2025
Evaluating the Effectiveness of XAI Techniques for Encoder-Based Language Models Melkamu Mersha Mesay Gemeda Yigezu Jugal Kalita ELM 235 5 0 26 Jan 2025
Investigating the Effectiveness of Explainability Methods in Parkinson's Detection from Speech Eleonora Mancini Francesco Paissan Paolo Torroni Mirco Ravanelli Cem Subakan 83 2 0 12 Nov 2024
Pose2Trajectory: Using Transformers on Body Pose to Predict Tennis Player's Trajectory Ali AlShami Terrance Boult Jugal Kalita 90 10 0 07 Nov 2024
Explainability of Point Cloud Neural Networks Using SMILE: Statistical Model-Agnostic Interpretability with Local Explanations Seyed Mohammad Ahmadi Koorosh Aslansefat Ruben Valcarce-Dineiro Joshua Barnfather 79 2 0 20 Oct 2024
Ethio-Fake: Cutting-Edge Approaches to Combat Fake News in Under-Resourced Languages Using Explainable AI Mesay Gemeda Yigezu Melkamu Mersha Girma Yohannis Bade Jugal Kalita Olga Kolesnikova Alexander Gelbukh 91 3 0 03 Oct 2024
Semantic-Driven Topic Modeling Using Transformer-Based Embeddings and Clustering Algorithms Melkamu Mersha Mesay Gemeda yigezu Jugal Kalita 91 5 0 30 Sep 2024
Audio-visual cross-modality knowledge transfer for machine learning-based in-situ monitoring in laser additive manufacturing Jiarui Xie Mutahar Safdar Lequn Chen Seung Ki Moon Y. Zhao 126 1 0 09 Aug 2024
Explainable Artificial Intelligence (XAI) 2.0: A Manifesto of Open Challenges and Interdisciplinary Research Directions Luca Longo Mario Brcic Federico Cabitza Jaesik Choi Roberto Confalonieri ... Andrés Páez Wojciech Samek Johannes Schneider Timo Speith Simone Stumpf 152 227 0 30 Oct 2023
The role of causality in explainable artificial intelligence Gianluca Carloni Andrea Berti Sara Colantonio CML XAI 77 12 0 18 Sep 2023
NExT-GPT: Any-to-Any Multimodal LLM Shengqiong Wu Hao Fei Leigang Qu Wei Ji Tat-Seng Chua MLLM 117 507 0 11 Sep 2023
Analyzing Chain-of-Thought Prompting in Large Language Models via Gradient-based Feature Attributions Skyler Wu Eric Meng Shen Charumathi Badrinath Jiaqi Ma Himabindu Lakkaraju LRM 87 27 0 25 Jul 2023
Measuring Faithfulness in Chain-of-Thought Reasoning Tamera Lanham Anna Chen Ansh Radhakrishnan Benoit Steiner Carson E. Denison ... Zac Hatfield-Dodds Jared Kaplan J. Brauner Sam Bowman Ethan Perez ReLM LRM 80 193 0 17 Jul 2023
Towards Understanding In-Context Learning with Contrastive Demonstrations and Saliency Maps Fuxiao Liu Paiheng Xu Zongxi Li Yue Feng Hyemi Song 116 35 0 11 Jul 2023
Artificial intelligence to advance Earth observation: a perspective D. Tuia Konrad Schindler Begüm Demir Gustau Camps-Valls Xiao Xiang Zhu ... Mihai Datcu Jorge-Arnulfo Quiané-Ruiz Volker Markl Bertrand Le Saux Rochelle Schneider 122 12 0 15 May 2023
AttentionViz: A Global View of Transformer Attention Catherine Yeh Yida Chen Aoyu Wu Cynthia Chen Fernanda Viégas Martin Wattenberg ViT 79 55 0 04 May 2023
A Review on Explainable Artificial Intelligence for Healthcare: Why, How, and When? M. Rubaiyat Hossain Mondal Prajoy Podder 91 65 0 10 Apr 2023
Larger language models do in-context learning differently Jerry W. Wei Jason W. Wei Yi Tay Dustin Tran Albert Webson ... Xinyun Chen Hanxiao Liu Da Huang Denny Zhou Tengyu Ma ReLM LRM 125 374 0 07 Mar 2023
A Prompt Pattern Catalog to Enhance Prompt Engineering with ChatGPT Jules White Quchen Fu Sam Hays Michael Sandborn Carlos Olea Henry Gilbert Ashraf Elnashar Jesse Spencer-Smith Douglas C. Schmidt LLMAG 205 1,135 0 21 Feb 2023
Explainable Deep Reinforcement Learning: State of the Art and Challenges G. Vouros XAI 137 86 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 153 114 0 18 Jan 2023
Towards Understanding Chain-of-Thought Prompting: An Empirical Study of What Matters Boshi Wang Sewon Min Xiang Deng Jiaming Shen You Wu Luke Zettlemoyer Huan Sun LRM ReLM 122 252 0 20 Dec 2022
Using explainability to design physics-aware CNNs for solving subsurface inverse problems J. Crocker Krishna Kumar B. Cox 69 9 0 16 Nov 2022
Text and Patterns: For Effective Chain of Thought, It Takes Two to Tango Aman Madaan Amir Yazdanbakhsh LRM 232 121 0 16 Sep 2022
Toward Transparent AI: A Survey on Interpreting the Inner Structures of Deep Neural Networks Tilman Raukur A. Ho Stephen Casper Dylan Hadfield-Menell AAML AI4CE 128 134 0 27 Jul 2022
TalkToModel: Explaining Machine Learning Models with Interactive Natural Language Conversations Dylan Slack Satyapriya Krishna Himabindu Lakkaraju Sameer Singh 84 84 0 08 Jul 2022
Beyond Explaining: Opportunities and Challenges of XAI-Based Model Improvement Leander Weber Sebastian Lapuschkin Alexander Binder Wojciech Samek 109 103 0 15 Mar 2022
XAI for Transformers: Better Explanations through Conservative Propagation Ameen Ali Thomas Schnake Oliver Eberle G. Montavon Klaus-Robert Muller Lior Wolf FAtt 93 96 0 15 Feb 2022
Quantus: An Explainable AI Toolkit for Responsible Evaluation of Neural Network Explanations and Beyond Anna Hedström Leander Weber Dilyara Bareeva Daniel G. Krakowczyk Franz Motzkus Wojciech Samek Sebastian Lapuschkin Marina M.-C. Höhne XAI ELM 90 179 0 14 Feb 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 1.1K 9,815 0 28 Jan 2022
Explainable Artificial Intelligence for Autonomous Driving: A Comprehensive Overview and Field Guide for Future Research Directions Shahin Atakishiyev Mohammad Salameh Hengshuai Yao Randy Goebel 112 138 0 21 Dec 2021
Towards a Science of Human-AI Decision Making: A Survey of Empirical Studies Vivian Lai Chacha Chen Q. V. Liao Alison Smith-Renner Chenhao Tan 123 188 0 21 Dec 2021
A Systematic Review of Robustness in Deep Learning for Computer Vision: Mind the gap? Nathan G. Drenkow Numair Sani I. Shpitser Mathias Unberath 60 79 0 01 Dec 2021
Towards Safe, Explainable, and Regulated Autonomous Driving Shahin Atakishiyev Mohammad Salameh Hengshuai Yao Randy Goebel 113 11 0 20 Nov 2021
Interpretable and Explainable Machine Learning for Materials Science and Chemistry Felipe Oviedo J. L. Ferres Tonio Buonassisi K. Butler AI4CE 57 158 0 01 Nov 2021
Physically Explainable CNN for SAR Image Classification Zhongling Huang Xiwen Yao Ying Liu C. Dumitru Mihai Datcu Junwei Han PINN 69 61 0 27 Oct 2021
Collective eXplainable AI: Explaining Cooperative Strategies and Agent Contribution in Multiagent Reinforcement Learning with Shapley Values Alexandre Heuillet Fabien Couthouis Natalia Díaz Rodríguez 87 65 0 04 Oct 2021
Time Series Model Attribution Visualizations as Explanations U. Schlegel Daniel A. Keim TDI BDL FAtt AI4TS XAI 89 15 0 27 Sep 2021
Developing a Fidelity Evaluation Approach for Interpretable Machine Learning M. Velmurugan Chun Ouyang Catarina Moreira Renuka Sindhgatta XAI 49 16 0 16 Jun 2021
Model Explainability in Deep Learning Based Natural Language Processing Shafie Gholizadeh Nengfeng Zhou 59 20 0 14 Jun 2021
Designing ECG Monitoring Healthcare System with Federated Transfer Learning and Explainable AI Ali Raza K. Tran L. Koehl Shujun Li 77 135 0 26 May 2021
A Comprehensive Taxonomy for Explainable Artificial Intelligence: A Systematic Survey of Surveys on Methods and Concepts Gesina Schwalbe Bettina Finzel XAI 153 198 0 15 May 2021
Explainable Artificial Intelligence (XAI) on TimeSeries Data: A Survey Thomas Rojat Raphael Puget David Filliat Javier Del Ser R. Gelin Natalia Díaz Rodríguez XAI AI4TS 99 135 0 02 Apr 2021
Generic Attention-model Explainability for Interpreting Bi-Modal and Encoder-Decoder Transformers Hila Chefer Shir Gur Lior Wolf ViT 103 327 0 29 Mar 2021
Believe The HiPe: Hierarchical Perturbation for Fast, Robust, and Model-Agnostic Saliency Mapping Jessica Cooper Ognjen Arandjelovic David J. Harrison AAML 132 13 0 22 Feb 2021
What Do We Want From Explainable Artificial Intelligence (XAI)? -- A Stakeholder Perspective on XAI and a Conceptual Model Guiding Interdisciplinary XAI Research Markus Langer Daniel Oster Timo Speith Holger Hermanns Lena Kästner Eva Schmidt Andreas Sesing Kevin Baum XAI 125 432 0 15 Feb 2021