Privacy preservation in Artificial Intelligence and Extended Reality (AI-XR) metaverses: A survey
<p>The metaverse is a nascent concept that envisions a virtual universe, a collaborative space where individuals can interact, create, and participate in a wide range of activities. Privacy in the metaverse is a critical concern as the concept evolves and immersive virtual experiences become m...
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2024
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| _version_ | 1864513556441989120 |
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| author | Mahdi Alkaeed (19743718) |
| author2 | Adnan Qayyum (16875936) Junaid Qadir (16494902) |
| author2_role | author author |
| author_facet | Mahdi Alkaeed (19743718) Adnan Qayyum (16875936) Junaid Qadir (16494902) |
| author_role | author |
| dc.creator.none.fl_str_mv | Mahdi Alkaeed (19743718) Adnan Qayyum (16875936) Junaid Qadir (16494902) |
| dc.date.none.fl_str_mv | 2024-08-08T09:00:00Z |
| dc.identifier.none.fl_str_mv | 10.1016/j.jnca.2024.103989 |
| dc.relation.none.fl_str_mv | https://figshare.com/articles/journal_contribution/Privacy_preservation_in_Artificial_Intelligence_and_Extended_Reality_AI-XR_metaverses_A_survey/27108601 |
| dc.rights.none.fl_str_mv | CC BY 4.0 info:eu-repo/semantics/openAccess |
| dc.subject.none.fl_str_mv | Information and computing sciences Artificial intelligence Graphics, augmented reality and games Machine learning Machine learning Metaverse Artificial Intelligence Virtual Reality Extended Reality Mixed reality Homomorphic encryption Federated learning |
| dc.title.none.fl_str_mv | Privacy preservation in Artificial Intelligence and Extended Reality (AI-XR) metaverses: A survey |
| dc.type.none.fl_str_mv | Text Journal contribution info:eu-repo/semantics/publishedVersion text contribution to journal |
| description | <p>The metaverse is a nascent concept that envisions a virtual universe, a collaborative space where individuals can interact, create, and participate in a wide range of activities. Privacy in the metaverse is a critical concern as the concept evolves and immersive virtual experiences become more prevalent. The metaverse privacy problem refers to the challenges and concerns surrounding the privacy of personal information and data within Virtual Reality (VR) environments as the concept of a shared VR space becomes more accessible. Metaverse will harness advancements from various technologies such as Artificial Intelligence (AI), Extended Reality (XR) and Mixed Reality (MR) to provide personalized and immersive services to its users. Moreover, to enable more personalized experiences, the metaverse relies on the collection of fine-grained user data that leads to various privacy issues. Therefore, before the potential of the metaverse can be fully realized, privacy concerns related to personal information and data within VR environments must be addressed. This includes safeguarding users’ control over their data, ensuring the security of their personal information, and protecting in-world actions and interactions from unauthorized sharing. In this paper, we explore various privacy challenges that future metaverses are expected to face, given their reliance on AI for tracking users, creating XR and MR experiences, and facilitating interactions. Moreover, we thoroughly analyze technical solutions such as differential privacy, Homomorphic Encryption, and Federated Learning and discuss related sociotechnical issues regarding privacy.</p><h2>Other Information</h2> <p> Published in: Journal of Network and Computer Applications<br> License: <a href="http://creativecommons.org/licenses/by/4.0/" target="_blank">http://creativecommons.org/licenses/by/4.0/</a><br>See article on publisher's website: <a href="https://dx.doi.org/10.1016/j.jnca.2024.103989" target="_blank">https://dx.doi.org/10.1016/j.jnca.2024.103989</a></p> |
| eu_rights_str_mv | openAccess |
| id | Manara2_921f3213c5ba56b369ad1c2f77fb7683 |
| identifier_str_mv | 10.1016/j.jnca.2024.103989 |
| network_acronym_str | Manara2 |
| network_name_str | Manara2 |
| oai_identifier_str | oai:figshare.com:article/27108601 |
| publishDate | 2024 |
| repository.mail.fl_str_mv | |
| repository.name.fl_str_mv | |
| repository_id_str | |
| rights_invalid_str_mv | CC BY 4.0 |
| spelling | Privacy preservation in Artificial Intelligence and Extended Reality (AI-XR) metaverses: A surveyMahdi Alkaeed (19743718)Adnan Qayyum (16875936)Junaid Qadir (16494902)Information and computing sciencesArtificial intelligenceGraphics, augmented reality and gamesMachine learningMachine learningMetaverseArtificial IntelligenceVirtual RealityExtended RealityMixed realityHomomorphic encryptionFederated learning<p>The metaverse is a nascent concept that envisions a virtual universe, a collaborative space where individuals can interact, create, and participate in a wide range of activities. Privacy in the metaverse is a critical concern as the concept evolves and immersive virtual experiences become more prevalent. The metaverse privacy problem refers to the challenges and concerns surrounding the privacy of personal information and data within Virtual Reality (VR) environments as the concept of a shared VR space becomes more accessible. Metaverse will harness advancements from various technologies such as Artificial Intelligence (AI), Extended Reality (XR) and Mixed Reality (MR) to provide personalized and immersive services to its users. Moreover, to enable more personalized experiences, the metaverse relies on the collection of fine-grained user data that leads to various privacy issues. Therefore, before the potential of the metaverse can be fully realized, privacy concerns related to personal information and data within VR environments must be addressed. This includes safeguarding users’ control over their data, ensuring the security of their personal information, and protecting in-world actions and interactions from unauthorized sharing. In this paper, we explore various privacy challenges that future metaverses are expected to face, given their reliance on AI for tracking users, creating XR and MR experiences, and facilitating interactions. Moreover, we thoroughly analyze technical solutions such as differential privacy, Homomorphic Encryption, and Federated Learning and discuss related sociotechnical issues regarding privacy.</p><h2>Other Information</h2> <p> Published in: Journal of Network and Computer Applications<br> License: <a href="http://creativecommons.org/licenses/by/4.0/" target="_blank">http://creativecommons.org/licenses/by/4.0/</a><br>See article on publisher's website: <a href="https://dx.doi.org/10.1016/j.jnca.2024.103989" target="_blank">https://dx.doi.org/10.1016/j.jnca.2024.103989</a></p>2024-08-08T09:00:00ZTextJournal contributioninfo:eu-repo/semantics/publishedVersiontextcontribution to journal10.1016/j.jnca.2024.103989https://figshare.com/articles/journal_contribution/Privacy_preservation_in_Artificial_Intelligence_and_Extended_Reality_AI-XR_metaverses_A_survey/27108601CC BY 4.0info:eu-repo/semantics/openAccessoai:figshare.com:article/271086012024-08-08T09:00:00Z |
| spellingShingle | Privacy preservation in Artificial Intelligence and Extended Reality (AI-XR) metaverses: A survey Mahdi Alkaeed (19743718) Information and computing sciences Artificial intelligence Graphics, augmented reality and games Machine learning Machine learning Metaverse Artificial Intelligence Virtual Reality Extended Reality Mixed reality Homomorphic encryption Federated learning |
| status_str | publishedVersion |
| title | Privacy preservation in Artificial Intelligence and Extended Reality (AI-XR) metaverses: A survey |
| title_full | Privacy preservation in Artificial Intelligence and Extended Reality (AI-XR) metaverses: A survey |
| title_fullStr | Privacy preservation in Artificial Intelligence and Extended Reality (AI-XR) metaverses: A survey |
| title_full_unstemmed | Privacy preservation in Artificial Intelligence and Extended Reality (AI-XR) metaverses: A survey |
| title_short | Privacy preservation in Artificial Intelligence and Extended Reality (AI-XR) metaverses: A survey |
| title_sort | Privacy preservation in Artificial Intelligence and Extended Reality (AI-XR) metaverses: A survey |
| topic | Information and computing sciences Artificial intelligence Graphics, augmented reality and games Machine learning Machine learning Metaverse Artificial Intelligence Virtual Reality Extended Reality Mixed reality Homomorphic encryption Federated learning |