Quotation Nassar, Mohamed, Salah, Khaled, Rehman, Muhammad Habib Ur, Svetinovic, Davor. 2019. Blockchain for explainable and trustworthy artificial intelligence. WIREs Data Mining and Knowledge Discovery. 10


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Abstract

The increasing computational power and proliferation of big data are now empowering Artificial Intelligence (AI) to achieve massive adoption and applicability in many fields. The lack of explanation when it comes to the decisions made by today's AI algorithms is a major drawback in critical decision-making systems. For example, deep learning does not offer control or reasoning over its internal processes or outputs. More importantly, current black-box AI implementations are subject to bias and adversarial attacks that may poison the learning or the inference processes. Explainable AI (XAI) is a new trend of AI algorithms that provide explanations of their AI decisions. In this paper, we propose a framework for achieving a more trustworthy and XAI by leveraging features of blockchain, smart contracts, trusted oracles, and decentralized storage. We specify a framework for complex AI systems in which the decision outcomes are reached based on decentralized consensuses of multiple AI and XAI predictors. The paper discusses how our proposed framework can be utilized in key application areas with practical use cases.

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Publication's profile

Status of publication Published
Affiliation External
Type of publication Journal article
Journal WIREs Data Mining and Knowledge Discovery
Citation Index SCI
Language English
Title Blockchain for explainable and trustworthy artificial intelligence
Volume 10
Year 2019
Reviewed? Y
URL https://api.wiley.com/onlinelibrary/tdm/v1/articles/10.1002%2Fwidm.1340
DOI http://dx.doi.org/10.1002/widm.1340
Open Access Y
Open Access Link https://www.researchgate.net/profile/Muhammad-Habib-Ur-Rehman/publication/336641970_Blockchain_for_explainable_and_trustworthy_artificial_intelligence

Associations

People
Svetinovic, Davor (Details)
External
Nassar, Mohamed (Department of Computer Science, American University of Beirut, Beirut, Lebanon, Lebanon)
Rehman, Muhammad Habib Ur (Center for Cyber-Physical Systmems, Khalifa University of Science and Technology, Abu Dhabi, UAE, United Arab Emirates)
Salah, Khaled (Center for Cyber-Physical Systmems, Khalifa University of Science and Technology, Abu Dhabi, UAE, United Arab Emirates)
Organization
Information Systems and Operations Management DP (Details)
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