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conditional distribution estimation 1gradient boosting 1high-dimensional data 1multiple quantile regression 1parallel training 1

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cs.LG2026

Optimal Fair Aggregation of Crowdsourced Noisy Labels using Demographic Parity Constraints

Gabriel Singer, Samuel Gruffaz, Olivier Vo Van +2

As acquiring reliable ground-truth labels is usually costly, or infeasible, crowdsourcing and aggregation of noisy human annotations is the typical resort. Aggregating subjective l…