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/>.
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