Unlocking Adaptive User Experience with Generative AI
<|reference_start|>Unlocking Adaptive User Experience with Generative AI: Developing user-centred applications that address diverse user needs requires rigorous user research. This is time, effort and cost-consuming. With the recent rise of generative AI techniques based on Large Language Models (LLMs), there is a possibility that these powerful tools can be used to develop adaptive interfaces. This paper presents a novel approach to develop user personas and adaptive interface candidates for a specific domain using ChatGPT. We develop user personas and adaptive interfaces using both ChatGPT and a traditional manual process and compare these outcomes. To obtain data for the personas we collected data from 37 survey participants and 4 interviews in collaboration with a not-for-profit organisation. The comparison of ChatGPT generated content and manual content indicates promising results that encourage using LLMs in the adaptive interfaces design process.<|reference_end|>
@article{huang2024unlocking,
    title={Unlocking Adaptive User Experience with Generative AI},
    author={Yutan Huang, Tanjila Kanij, Anuradha Madugalla, Shruti Mahajan, Chetan
  Arora, John Grundy},
    journal={arXiv preprint arXiv:2404.05442},
    year={2024},
    archivePrefix={arXiv},
    eprint={2404.05442},
    primaryClass={cs.HC cs.SE}
}