A unified framework uses contamination-matrix risk rewrites and witness-based calibration constraints to estimate and correct multicalibration under weak supervision, providing finite-sample guarantees and the WLMC post-hoc recalibration algorithm.
Multicalibration: Calibration for the (Computationally-identifiable) masses
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Unified Approach for Weakly Supervised Multicalibration
A unified framework uses contamination-matrix risk rewrites and witness-based calibration constraints to estimate and correct multicalibration under weak supervision, providing finite-sample guarantees and the WLMC post-hoc recalibration algorithm.