XAI for U: Explainable AI for Ubiquitous, Pervasive and Wearable Computing

Martin Gjoreski, Teena Hassan, Mor Vered, Sebastian Houben, Stefan Kopp

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

The workshop XAI for U aims to address the critical need for transparency in Artificial Intelligence (AI) systems that integrate into our daily lives through mobile systems, wearables, and smart environments. Despite advances in AI, many of these systems remain opaque, making it difficult for users, developers, and stakeholders to verify their reliability and correctness. This workshop addresses the pressing need for enabling Explainable AI (XAI) tools within Ubiquitous and Wearable Computing and highlights the unique challenges that come with it, such as XAI that deals with time-series and multimodal data, XAI that explains interconnected machine learning (ML) components, and XAI that provides user-centered explanations. The workshop aims to foster collaboration among researchers in related domains, share recent advancements, address open challenges, and propose future research directions to improve the applicability and development of XAI in Ubiquitous Pervasive and Wearable Computing - and with that seeks to enhance user trust, understanding, interaction, and adoption, ensuring that AI-driven solutions are not only more explainable but also more aligned with ethical standards and user expectations.

Original languageEnglish
Title of host publicationUbiComp Companion 2024 - Companion of the 2024 ACM International Joint Conference on Pervasive and Ubiquitous Computing
PublisherAssociation for Computing Machinery, Inc
Pages992-995
Number of pages4
ISBN (Electronic)9798400710582
DOIs
StatePublished - 5 Oct 2024
Externally publishedYes
Event2024 ACM International Joint Conference on Pervasive and Ubiquitous Computing, UbiComp Companion 2024 - Melbourne, Australia
Duration: 5 Oct 20249 Oct 2024

Publication series

NameUbiComp Companion 2024 - Companion of the 2024 ACM International Joint Conference on Pervasive and Ubiquitous Computing

Conference

Conference2024 ACM International Joint Conference on Pervasive and Ubiquitous Computing, UbiComp Companion 2024
Country/TerritoryAustralia
CityMelbourne
Period5/10/249/10/24

Bibliographical note

Publisher Copyright:
© 2024 Copyright held by the owner/author(s).

Keywords

  • explainable AI
  • Ubiquitous Wearable Computing
  • User Studies
  • Wearable Computing
  • XAI

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