Are deepfakes concerning? Exploring societal implications of deepfake conversations in Reddit

要旨

Deepfakes are synthetic content generated using advanced deep learning and AI technologies. The advancement of technology has created opportunities for anyone to create and share deepfakes much easier. This may lead to societal concerns based on how communities engage with it. However, there is limited research available to understand how communities perceive deepfakes. We examined deepfake conversations on Reddit from 2018 to 2021---including major topics and their temporal changes as well as implications of these conversations. Using a mixed-method approach---topic modeling and qualitative coding, we found 6,638 posts and 86,425 comments discussing concerns of the believable nature of deepfakes and how platforms moderate them. We also found Reddit conversations to be pro-deepfake and building a community that supports creating and sharing deepfake artifacts and building a marketplace regardless of the consequences. Possible implications derived from qualitative codes indicate that deepfake conversations raise societal concerns. We propose that there are implications for Human Computer Interaction (HCI) to mitigate the harm created from deepfakes.

著者
Dilrukshi Gamage
Tokyo Insitute of Technology, Tokyo, Japan
Piyush Ghasiya
Tokyo Insititute of Technology, Tokyo, Japan
Vamshi Bonagiri
International Institute of Information Technology, Hyderabad, India
Mark E.. Whiting
University of Pennsylvania, Philadelphia, Pennsylvania, United States
Kazutoshi Sasahara
Tokyo Institute of Technology, Tokyo, Japan
論文URL

https://dl.acm.org/doi/abs/10.1145/3491102.3517446

動画

会議: CHI 2022

The ACM CHI Conference on Human Factors in Computing Systems (https://chi2022.acm.org/)

セッション: Privacy, Policy and Politics

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5 件の発表
2022-05-05 01:15:00
2022-05-05 02:30:00