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cs.LG 1

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2026 1

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Fairness under uncertainty in sequential decisions

cs.LG · 2026-04-23 · unverdicted · novelty 5.0

Introduces a taxonomy of model, feedback, and prediction uncertainty in sequential decisions and demonstrates that accounting for uneven uncertainty across groups can reduce outcome variance for disadvantaged populations while preserving institutional objectives.

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  • Fairness under uncertainty in sequential decisions cs.LG · 2026-04-23 · unverdicted · none · ref 31

    Introduces a taxonomy of model, feedback, and prediction uncertainty in sequential decisions and demonstrates that accounting for uneven uncertainty across groups can reduce outcome variance for disadvantaged populations while preserving institutional objectives.