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arXiv cs.CV · Papers

When Average Calibration Fails: Site-Conditional Federated Conformal Risk Control

arXiv:2606.20115v3 Announce Type: replace-cross Abstract: Conformal risk control (CRC) provides distribution-free segmentation guarantees by calibrating a prediction-set threshold on held-out data. In federated deployments, the standard approach pools calibration scores into a single threshold. We quantify, on real mul