AwarePrompt: Using Diffusion Models to Create Methods for Measuring Value-Aware AI Architectures

Kinga Ciupinska, Serena Marchesi, Giulio Abbo, Tony Belpaeme, Agnieszka Wykowska

2024

Abstract

The integration of diffusion models (DMs) into generative AI systems presents an approach with implications for ethical and moral AI development and our understanding of human-AI interaction. This study explores the intersection of generative AI, human values, and neuroscience, emphasizing the significance of value-awareness in AI systems. The methodology involves a behavioral experiment to evaluate the accuracy of DM-generated visual stimuli in capturing human values and related keywords. Results indicate promising match rates, marking stride in aligning AI systems with ethical and moral considerations. Additionally, the study introduces a criterion for selecting stimuli based on an “Aha” moment, setting the stage for an EEG experiment to explore the neural correlates associated with becoming aware of a value. This multidisciplinary study is a step toward the development of procedures to evaluate the effectiveness of Value-Aware AI systems in enhancing the perceived ethical and moral agency.

Paper Citation

in Harvard Style

Ciupinska K., Marchesi S., Abbo G., Belpaeme T. and Wykowska A. (2024). AwarePrompt: Using Diffusion Models to Create Methods for Measuring Value-Aware AI Architectures. In Proceedings of the 16th International Conference on Agents and Artificial Intelligence - Volume 3: AWAI; ISBN 978-989-758-680-4, SciTePress, pages 1436-1443. DOI: 10.5220/0012596400003636

in Bibtex Style

@conference{awai24,
author={Kinga Ciupinska and Serena Marchesi and Giulio Abbo and Tony Belpaeme and Agnieszka Wykowska},
title={AwarePrompt: Using Diffusion Models to Create Methods for Measuring Value-Aware AI Architectures},
booktitle={Proceedings of the 16th International Conference on Agents and Artificial Intelligence - Volume 3: AWAI},
year={2024},
pages={1436-1443},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0012596400003636},
isbn={978-989-758-680-4},
}

in EndNote Style

TY - CONF

JO - Proceedings of the 16th International Conference on Agents and Artificial Intelligence - Volume 3: AWAI
TI - AwarePrompt: Using Diffusion Models to Create Methods for Measuring Value-Aware AI Architectures
SN - 978-989-758-680-4
AU - Ciupinska K.
AU - Marchesi S.
AU - Abbo G.
AU - Belpaeme T.
AU - Wykowska A.
PY - 2024
SP - 1436
EP - 1443
DO - 10.5220/0012596400003636
PB - SciTePress