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| Main Authors: | , , , , , , |
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| Format: | Preprint |
| Published: |
2024
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| Subjects: | |
| Online Access: | https://arxiv.org/abs/2409.12396 |
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| _version_ | 1866916400860233728 |
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| author | Ruan, Qin Xu, Jin Dong, Ruihai Younus, Arjumand Mai, Tai Tan O'Sullivan, Barry Leavy, Susan |
| author_facet | Ruan, Qin Xu, Jin Dong, Ruihai Younus, Arjumand Mai, Tai Tan O'Sullivan, Barry Leavy, Susan |
| contents | Societal risk emanating from how recommender algorithms disseminate content online is now well documented. Emergent regulation aims to mitigate this risk through ethical audits and enabling new research on the social impact of algorithms. However, there is currently a need for tools and methods that enable such evaluation. This paper presents ARTAI, an evaluation environment that enables large-scale assessments of recommender algorithms to identify harmful patterns in how content is distributed online and enables the implementation of new regulatory requirements for increased transparency in recommender systems. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2409_12396 |
| institution | arXiv |
| publishDate | 2024 |
| record_format | arxiv |
| spellingShingle | ARTAI: An Evaluation Platform to Assess Societal Risk of Recommender Algorithms Ruan, Qin Xu, Jin Dong, Ruihai Younus, Arjumand Mai, Tai Tan O'Sullivan, Barry Leavy, Susan Computers and Society Artificial Intelligence H.3.3; I.2.7; I.5.1 Societal risk emanating from how recommender algorithms disseminate content online is now well documented. Emergent regulation aims to mitigate this risk through ethical audits and enabling new research on the social impact of algorithms. However, there is currently a need for tools and methods that enable such evaluation. This paper presents ARTAI, an evaluation environment that enables large-scale assessments of recommender algorithms to identify harmful patterns in how content is distributed online and enables the implementation of new regulatory requirements for increased transparency in recommender systems. |
| title | ARTAI: An Evaluation Platform to Assess Societal Risk of Recommender Algorithms |
| topic | Computers and Society Artificial Intelligence H.3.3; I.2.7; I.5.1 |
| url | https://arxiv.org/abs/2409.12396 |