Explainable Artificial Intelligence
Third World Conference, xAI 2025, Istanbul, Turkey, July 9–11, 2025, Proceedings, Part III
Contributor(s)
Guidotti, Riccardo (editor)
Schmid, Ute (editor)
Longo, Luca (editor)
Language
EnglishAbstract
This open access five-volume set constitutes the refereed proceedings of the Second World Conference on Explainable Artificial Intelligence, xAI 2025, held in Istanbul, Turkey, during July 2025. The 96 revised full papers presented in these proceedings were carefully reviewed and selected from 224 submissions. The papers are organized in the following topical sections: Volume I: Concept-based Explainable AI; human-centered Explainability; explainability, privacy, and fairness in trustworthy AI; and XAI in healthcare. Volume II: Rule-based XAI systems & actionable explainable AI; features importance-based XAI; novel post-hoc & ante-hoc XAI approaches; and XAI for scientific discovery. Volume III: Generative AI meets explainable AI; Intrinsically interpretable explainable AI; benchmarking and XAI evaluation measures; and XAI for representational alignment. Volume IV: XAI in computer vision; counterfactuals in XAI; explainable sequential decision making; and explainable AI in finance & legal frameworks for XAI technologies. Volume V: Applications of XAI; human-centered XAI & argumentation; explainable and interactive hybrid decision making; and uncertainty in explainable AI.
Keywords
Open Access; eXplainable Artificial Intelligence; Artificial Intelligence; Machine learning; Interpretable machine learning; Causal inference & explanations; Ante-hoc approaches for interpretability; Argumentative-based approaches for explanations; Auto-encoders & explainability of latent spaces; Black-boxes vs white-boxes; Case-based explanations for AI systems; Decomposition of neural network-based models for XAI; Graph neural networks for explainability; Interpreting & explaining Convolutional Neural Networks; Interpretable representational learning; Model-specific vs model-agnostic methods for XAI; Neuro-symbolic reasoning for XAI; Natural language processing for explanations; Pruning methods with XAI; Post-hoc methods for explainabilityDOI
10.1007/978-3-032-08327-2ISBN
9783032083272, 9783032083272, 9783032083265Publisher
Springer NaturePublisher website
https://www.springernature.com/gp/products/booksPublication date and place
Cham, 2026Imprint
SpringerSeries
Communications in Computer and Information Science; Artificial Intelligence (R0), 2578Classification
Artificial intelligence
Natural language and machine translation
Applied computing
Network hardware


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