Tilted Mondrian: Triage and Mitigation of Fine-grained Disparities in Conformal Prediction
arXiv:2610.24813v1 Announce Type: new Abstract: Fairness in conformal prediction is often pursued through Mondrian calibration, which provides finite-sample coverage guarantees separately across groups. These guarantees, however, are coarse: substantial disparities can remain within finer strata. T…
Read the full story at arXiv stat.ML ↗
Timeline · 1 report
- 2026-10-20 04:00 · arXiv stat.ML
Tilted Mondrian: Triage and Mitigation of Fine-grained Disparities in Conformal Prediction