Transparency in decision-making AI systems can only become actionable in practice when all stakeholders share responsibility for validating outcomes. We propose a three-party regulatory framework that incentivizes collaborative development in the AI ecosystem and guarantees fairness and accountability are not merely afterthoughts in high-impact domains.
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Berscheid et al. (2019) studied this question.
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