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Akshat Dubey

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Preprint Aug 2026

Visualizing Uncertainty-to-Action Composition for Human Oversight

Artificial intelligence systems often disclose uncertainty, yet they rarely make clear what response that uncertainty should trigger. Most uncertainty visualizations encode uncertainty in model outputs, leaving users to discern the most appropriate course of action. A second region of the design space--uncertainty in t...

Chisom Anyabolu, Akshat Dubey, G. Hattab · 0 citations

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