An external black-box audit of Meta's VRS finds it reduces delivery variance but lowers unique reach and raises cost per person reached, and equal budget splitting outperforms VRS on both.
Democratising AI: Multiple Meanings, Goals, and Methods
5 Pith papers cite this work, alongside 63 external citations. Polarity classification is still indexing.
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Formalizing personalization as individual actionability in causal recourse shows hard constraints degrade validity and plausibility while revealing socio-demographic disparities in costs.
POET is a tool that finds hidden sameness in AI-generated images, widens those dimensions for more variety, and personalizes future outputs from user feedback.
Proposes applying social choice theory as a modeling language and axiomatic tool for incorporating collective input across the ML development pipeline.
Ethics experts' definitions of five ethical theories, rendered as DALL-E 3 images and re-evaluated by the same experts, yield eight themes showing how morality, society, and learned associations shape and bias the model's depictions of ethics.
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From Universal to Individualized Actionability: Revisiting Personalization in Algorithmic Recourse
Formalizing personalization as individual actionability in causal recourse shows hard constraints degrade validity and plausibility while revealing socio-demographic disparities in costs.