Towards Reflective AI: Needs, Challenges and Directions for Future Research

Jasminko Novak; Kalina Drenska; Ksenia Koroleva; Lukas Pfahler; Lavinia Marin; Judith Möller; Ozlem Ozgöbek; Martijn C. Willemsen; Dorothee Dersch; Enny Das; Martha Larson; Katharina Morik

doi:10.5281/zenodo.5358721

Towards Reflective AI: Needs, Challenges and Directions for Future Research

Jasminko Novak, Kalina Drenska, Ksenia Koroleva, Lukas Pfahler, Lavinia Marin, Judith Möller, Ozlem Ozgöbek, Martijn C. Willemsen, Dorothee Dersch, Enny Das, Martha Larson, Katharina Morik

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Harnessing benefits and preventing harms of AI cannot be solved alone through technological fixes and regulation. It depends on a complex interplay between technology, societal governance, individual behaviour, organizational and societal dynamics. Enabling people to understand AI and the consequences of its use and design is a crucial element for ensuring responsible use of AI.

In this report we suggest a new framework for the development and use of AI technologies in a way that harnesses the benefits and prevents the harmful effects of AI. We name it Reflective AI. The notion of Reflective AI that we propose calls for adopting a holistic approach in the research and development of AI to investigate both what people need to learn about AI systems to develop better mental models i.e. an experiential knowledge of AI, to be able to use it safely and responsibly, as well as how this can be done and supported.

Originele taal-2	Engels
Plaats van productie	Berlin
Uitgeverij	European Institute for Participatory Media
Aantal pagina's	72
DOI's	https://doi.org/10.5281/zenodo.5358721
Status	Gepubliceerd - 31 aug. 2021

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10.5281/zenodo.5358721Licentie: CC BY

Towards.ReflectiveAI.EIPCM.2021Definitieve gepubliceerde versie, 3,82 MBLicentie: CC BY

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abstract = "Harnessing benefits and preventing harms of AI cannot be solved alone through technological fixes and regulation. It depends on a complex interplay between technology, societal governance, individual behaviour, organizational and societal dynamics. Enabling people to understand AI and the consequences of its use and design is a crucial element for ensuring responsible use of AI.In this report we suggest a new framework for the development and use of AI technologies in a way that harnesses the benefits and prevents the harmful effects of AI. We name it Reflective AI. The notion of Reflective AI that we propose calls for adopting a holistic approach in the research and development of AI to investigate both what people need to learn about AI systems to develop better mental models i.e. an experiential knowledge of AI, to be able to use it safely and responsibly, as well as how this can be done and supported. ",

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AU - Koroleva, Ksenia

AU - Pfahler, Lukas

AU - Marin, Lavinia

AU - Möller, Judith

AU - Ozgöbek, Ozlem

AU - Willemsen, Martijn C.

AU - Dersch, Dorothee

AU - Das, Enny

AU - Larson, Martha

AU - Morik, Katharina

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AB - Harnessing benefits and preventing harms of AI cannot be solved alone through technological fixes and regulation. It depends on a complex interplay between technology, societal governance, individual behaviour, organizational and societal dynamics. Enabling people to understand AI and the consequences of its use and design is a crucial element for ensuring responsible use of AI.In this report we suggest a new framework for the development and use of AI technologies in a way that harnesses the benefits and prevents the harmful effects of AI. We name it Reflective AI. The notion of Reflective AI that we propose calls for adopting a holistic approach in the research and development of AI to investigate both what people need to learn about AI systems to develop better mental models i.e. an experiential knowledge of AI, to be able to use it safely and responsibly, as well as how this can be done and supported.

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Towards Reflective AI: Needs, Challenges and Directions for Future Research

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