CfP: Special Track “Logic & Reasoning for XAI”, 17-19 July 2024, Valletta (Malta)

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CfP: Special Track “Logic & Reasoning for XAI”, 17-19 July 2024, Valletta (Malta)

Call for Papers: Special Track “Logic & Reasoning for XAI”

17-19 July 2024

Valletta, Malta



Website: https://xaiworldconference.com/2024/logic-reasoning-for-xai/



We are seeking submissions for “Logic & Reasoning for XAI”, a special track at the 2nd World Conference on eXplainable Artificial Intelligence (https://xaiworldconference.com/2024/).



This special track explores approaches to Explainable AI (XAI) based on logic and reasoning techniques. While the traditional role of logic in AI lies in knowledge representation and reasoning, it is increasingly used in other areas highly relevant to Explainable AI. This includes neuro-symbolic approaches to AI, learning from a combination of knowledge and data, explanation interfaces, and as a basis for meta-reasoning about machine learning systems. An example of meta-reasoning is explaining predictions made by classifiers. As opposed to popular heuristic-based approaches, the logic-based approach, based on prime implicants, leads to provably correct explanations and the ability to reason formally about the behaviour of a classifier, such as whether the classifier exhibits bias. Logic and reasoning can be used to study the foundations of explanations in diverse settings. This track aims to bring together researchers applying logic and reasoning within XAI. It covers various logic-based strategies for representing, validating, and implementing XAI systems, emphasising the harmonisation of logic with AI explainability.



* Special Track Organisers *

Agata Ciabattoni (Technische Universität Wien)

Huimin Dong (University of Luxembourg)

Tjitze Rienstra (Maastricht University)



* Important Dates *

Authors/title submission: 1 March 2024

Article submission: 5 March 2024

Notification: 5 April 2024

Registration and camera-ready: 10 April 2024

Participation: 17-19 July 2024

Publication (Springer CCIS series): September/October 2024



For the instructions on the submission, please refer to this link<https://xaiworldconference.com/2024/call-for-papers/>: https://xaiworldconference.com/2024/call-for-papers/

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