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AI-generated characters for supporting personalized learning and well-being

Pat Pataranutaporn, Valdemar Danry, Joanne Leong, Parinya Punpongsanon, Dan Novy, Pattie Maes, Misha Sra

2021Nature Machine Intelligence341 citationsDOIOpen Access PDF

Abstract

Advancements in machine learning have recently enabled the hyper-realistic synthesis of prose, images, audio and video data, in what is referred to as artificial intelligence (AI)-generated media. These techniques offer novel opportunities for creating interactions with digital portrayals of individuals that can inspire and intrigue us. AI-generated portrayals of characters can feature synthesized faces, bodies and voices of anyone, from a fictional character to a historical figure, or even a deceased family member. Although negative use cases of this technology have dominated the conversation so far, in this Perspective we highlight emerging positive use cases of AI-generated characters, specifically in supporting learning and well-being. We demonstrate an easy-to-use AI character generation pipeline to enable such outcomes and discuss ethical implications as well as the need for including traceability to help maintain trust in the generated media. As we look towards the future, we foresee generative media as a crucial part of the ever growing landscape of human–AI interaction. Digitally recreating the likeness of a person used to be a costly and complex process. Through the use of generative models, AI-generated characters can now be made with relative ease. Pataranutaporn et al. discuss in this Perspective how this technology can be used for positive applications in education and well-being.

Topics & Concepts

Character (mathematics)Computer sciencePerspective (graphical)ConversationPipeline (software)Generative grammarArtificial intelligenceProcess (computing)Data scienceHuman–computer interactionMultimediaPsychologyCommunicationGeometryOperating systemProgramming languageMathematicsArtificial Intelligence in Healthcare and EducationAI in Service InteractionsExplainable Artificial Intelligence (XAI)
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