What do we need to build explainable AI systems for the medical domain?

28 December 2017

Papers citing "What do we need to build explainable AI systems for the medical domain?"

50 / 141 papers shown

Title
Enhancing LLMs' Clinical Reasoning with Real-World Data from a Nationwide Sepsis Registry J. Kim Chaeeun Shim Sungjin Park Su Yeon Lee Gee Young Suh ... Yong Soo Kim Hee-Joon Bae Sung Yoon Lim Han-Gil Jeong Edward Choi LRM 34 0 0 05 May 2025
Enhancing Surgical Documentation through Multimodal Visual-Temporal Transformers and Generative AI Hugo Georgenthum Cristian Cosentino Fabrizio Marozzo Pietro Liò MedIm 90 0 0 28 Apr 2025
Fewer Than 1% of Explainable AI Papers Validate Explainability with Humans Ashley Suh Isabelle Hurley Nora Smith H. Siu 42 1 0 13 Mar 2025
ECG-Expert-QA: A Benchmark for Evaluating Medical Large Language Models in Heart Disease Diagnosis Xu Wang Jiaju Kang Puyu Han Yubao Zhao Qian Liu Liwenfei He Lingqiong Zhang Lingyun Dai Yongcheng Wang Jie Tao LM&MA 60 1 0 16 Feb 2025
AI-Driven Predictive Analytics Approach for Early Prognosis of Chronic Kidney Disease Using Ensemble Learning and Explainable AI K. M. T. Jawad Anusha Verma Fathi H. Amsaad Lamia Ashraf 54 1 0 28 Jan 2025
Faithful Counterfactual Visual Explanations (FCVE) Bismillah Khan Syed Ali Tariq Tehseen Zia Muhammad Ahsan David Windridge 36 0 0 12 Jan 2025
Deep Learning for Ophthalmology: The State-of-the-Art and Future Trends Duy M. Nguyen Hasan Md Tusfiqur Alam T. Nguyen Devansh Srivastav H. Profitlich Ngan Le Daniel Sonntag 34 2 0 07 Jan 2025
Mapping the Mind of an Instruction-based Image Editing using SMILE Zeinab Dehghani Koorosh Aslansefat Adil Khan Adín Ramirez Rivera Franky George Muhammad Khalid DiffM 75 0 0 20 Dec 2024
Explainable Artificial Intelligence for Medical Applications: A Review Qiyang Sun Alican Akman Björn Schuller 79 6 0 15 Nov 2024
Explainability in AI Based Applications: A Framework for Comparing Different Techniques Arne Grobrugge Nidhi Mishra Johannes Jakubik G. Satzger 99 1 0 28 Oct 2024
A Fuzzy-based Approach to Predict Human Interaction by Functional Near-Infrared Spectroscopy Xiaowei Jiang Liang Ou Yanan Chen Na Ao Yu-Cheng Chang T. Do Chin-Teng Lin 93 2 0 26 Sep 2024
Gradient-free Post-hoc Explainability Using Distillation Aided Learnable Approach Debarpan Bhattacharya A. H. Poorjam Deepak Mittal S. Ganapathy 25 0 0 17 Sep 2024
Explainable AI: Definition and attributes of a good explanation for health AI E. Kyrimi S. McLachlan Jared M Wohlgemut Zane B Perkins David A. Lagnado W. Marsh the ExAIDSS Expert Group XAI 21 1 0 09 Sep 2024
A prototype-based model for set classification Mohammad Mohammadi Sreejita Ghosh VLM 83 1 0 25 Aug 2024
AI-Driven Healthcare: A Review on Ensuring Fairness and Mitigating Bias Sribala Vidyadhari Chinta Zichong Wang Xingyu Zhang Thang Doan Viet A. Kashif Monique Antoinette Smith Jun Liu W. Zhang 34 1 0 29 Jul 2024
Comprehensive Attribution: Inherently Explainable Vision Model with Feature Detector Xianren Zhang Dongwon Lee Suhang Wang VLM FAtt 40 3 0 27 Jul 2024
Applications of Generative AI in Healthcare: algorithmic, ethical, legal and societal considerations Onyekachukwu R. Okonji Kamol Yunusov Bonnie Gordon MedIm 39 3 0 15 Jun 2024
Evaluating Explanatory Capabilities of Machine Learning Models in Medical Diagnostics: A Human-in-the-Loop Approach José Bobes-Bascarán E. Mosqueira-Rey Á. Fernández-Leal Elena Hernández-Pereira David Alonso-Ríos V. Moret-Bonillo Israel Figueirido-Arnoso Y. Vidal-Ínsua ELM 19 0 0 28 Mar 2024
"It is there, and you need it, so why do you not use it?" Achieving better adoption of AI systems by domain experts, in the case study of natural science research Auste Simkute Ewa Luger Michael Evans Rhianne Jones 16 1 0 25 Mar 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 24 1 0 21 Feb 2024
MultiFIX: An XAI-friendly feature inducing approach to building models from multimodal data Mafalda Malafaia Thalea Schlender Peter A. N. Bosman T. Alderliesten 19 0 0 19 Feb 2024
Advancing Explainable AI Toward Human-Like Intelligence: Forging the Path to Artificial Brain Yongchen Zhou Richard Jiang 19 2 0 07 Feb 2024
Hierarchical Bias-Driven Stratification for Interpretable Causal Effect Estimation Lucile Ter-Minassian Liran Szlak Ehud Karavani Chris Holmes Y. Shimoni 14 0 0 31 Jan 2024
Useful Blunders: Can Automated Speech Recognition Errors Improve Downstream Dementia Classification? Changye Li Weizhe Xu Trevor Cohen Serguei V. S. Pakhomov 23 7 0 10 Jan 2024
Understanding and Estimating Domain Complexity Across Domains Katarina Z. Doctor M. Kejriwal Lawrence Holder Eric J. Kildebeck Emma Resmini Christopher Pereyda Robert J. Steininger Daniel V. Olivença 11 0 0 20 Dec 2023
Large Language Models are Clinical Reasoners: Reasoning-Aware Diagnosis Framework with Prompt-Generated Rationales Taeyoon Kwon Kai Tzu-iunn Ong Dongjin Kang Seungjun Moon J. Lee Dosik Hwang Yongsik Sim B. Sohn Dongha Lee Jinyoung Yeo LRM LM&MA 21 29 0 12 Dec 2023
Explaining by Imitating: Understanding Decisions by Interpretable Policy Learning Alihan Huyuk Daniel Jarrett M. Schaar 6 21 0 28 Oct 2023
Explanation-based Training with Differentiable Insertion/Deletion Metric-aware Regularizers Yuya Yoshikawa Tomoharu Iwata 14 0 0 19 Oct 2023
Explaining with Attribute-based and Relational Near Misses: An Interpretable Approach to Distinguishing Facial Expressions of Pain and Disgust Bettina Finzel Simon Kuhn David E. Tafler Ute Schmid FAtt 15 1 0 27 Aug 2023
Explainable AI applications in the Medical Domain: a systematic review Nicoletta Prentzas A. Kakas Constantinos S. Pattichis 16 11 0 10 Aug 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 17 164 0 17 Jul 2023
Explainable Representations for Relation Prediction in Knowledge Graphs R. T. Sousa Sara Silva Catia Pesquita 11 5 0 22 Jun 2023
Hardness of Deceptive Certificate Selection Stephan Wäldchen AAML 9 1 0 07 Jun 2023
Detecting Heart Disease from Multi-View Ultrasound Images via Supervised Attention Multiple Instance Learning Zhe Huang B. Wessler M. C. Hughes 14 3 0 25 May 2023
A Review on Explainable Artificial Intelligence for Healthcare: Why, How, and When? M. Rubaiyat Hossain Mondal Prajoy Podder 13 56 0 10 Apr 2023
Explainable AI And Visual Reasoning: Insights From Radiology Rob Kaufman David Kirsh 13 5 0 06 Apr 2023
Explainable Intrusion Detection Systems Using Competitive Learning Techniques Jesse Ables Thomas Kirby Sudip Mittal I. Banicescu Shahram Rahimi William Anderson Maria Seale 11 1 0 30 Mar 2023
Toward Defining a Domain Complexity Measure Across Domains Katarina Z. Doctor Christine Task Eric J. Kildebeck M. Kejriwal Lawrence Holder Russell Leong 23 8 0 07 Mar 2023
A System's Approach Taxonomy for User-Centred XAI: A Survey Ehsan Emamirad Pouya Ghiasnezhad Omran A. Haller S. Gregor 21 1 0 06 Mar 2023
Directive Explanations for Monitoring the Risk of Diabetes Onset: Introducing Directive Data-Centric Explanations and Combinations to Support What-If Explorations Aditya Bhattacharya Jeroen Ooge Gregor Stiglic K. Verbert 11 30 0 21 Feb 2023
Understanding User Preferences in Explainable Artificial Intelligence: A Survey and a Mapping Function Proposal M. Hashemi Ali Darejeh Francisco Cruz 27 3 0 07 Feb 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 16 56 0 01 Feb 2023
On Explainability in AI-Solutions: A Cross-Domain Survey S. D. Antón Daniel Schneider Hans D. Schotten 6 2 0 11 Oct 2022
A survey of Identification and mitigation of Machine Learning algorithmic biases in Image Analysis Laurent Risser Agustin Picard Lucas Hervier Jean-Michel Loubes FaML 25 5 0 10 Oct 2022
Regulating eXplainable Artificial Intelligence (XAI) May Harm Consumers Behnam Mohammadi Nikhil Malik Timothy P. Derdenger K. Srinivasan 17 1 0 07 Sep 2022
Semantic Interactive Learning for Text Classification: A Constructive Approach for Contextual Interactions Sebastian Kiefer Mareike A Hoffmann VLM 10 1 0 07 Sep 2022
Trustworthy Visual Analytics in Clinical Gait Analysis: A Case Study for Patients with Cerebral Palsy A. Rind D. Slijepcevic Matthias Zeppelzauer F. Unglaube A. Kranzl B. Horsak 16 4 0 10 Aug 2022
Diagnosis of Paratuberculosis in Histopathological Images Based on Explainable Artificial Intelligence and Deep Learning Tuncay Yiugit Nilgun cSengoz Ozlem Ozmen Jude Hemanth Ali Hakan Icsik MedIm 21 7 0 02 Aug 2022
An Urban Population Health Observatory for Disease Causal Pathway Analysis and Decision Support: Underlying Explainable Artificial Intelligence Model Whitney S. Brakefield Nariman Ammar A. Shaban-Nejad 8 9 0 26 Jul 2022
Creating an Explainable Intrusion Detection System Using Self Organizing Maps Jesse Ables Thomas Kirby William Anderson Sudip Mittal Shahram Rahimi I. Banicescu Maria Seale 20 13 0 15 Jul 2022