<ul><li>FairPlay is a web-based software application that enables multiple stakeholders to collaboratively debias datasets.</li><li>Users can negotiate and arrive at a mutually acceptable outcome without a universally agreed-upon theory of fairness.</li><li>Through user studies, FairPlay has demonstrated the ability to help users reach a consensus within about five rounds of gameplay.</li><li>The application has the potential to enhance fairness in AI systems by addressing the issue of bias in datasets.</li></ul>

FairPlay: A Collaborative Approach to Mitigate Bias in Datasets for Improved AI Fairness

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