Approximating full conformal prediction at scale via influence functions

J Abad, U Bhatt, A Weller, G Cherubin - arXiv preprint arXiv:2202.01315, 2022 - arxiv.org
Conformal prediction (CP) is a wrapper around traditional machine learning models, giving
coverage guarantees under the sole assumption of exchangeability; in classification …

[PDF][PDF] Approximating Full Conformal Prediction at Scale via Influence Functions

J Abad, U Bhatt, A Weller, G Cherubin - 2022 - academia.edu
Conformal prediction (CP) is a wrapper around traditional machine learning models, giving
coverage guarantees under the sole assumption of exchangeability; in classification …

Approximating Full Conformal Prediction at Scale via Influence Functions

J Abad, U Bhatt, A Weller, G Cherubin - arXiv e-prints, 2022 - ui.adsabs.harvard.edu
Conformal prediction (CP) is a wrapper around traditional machine learning models, giving
coverage guarantees under the sole assumption of exchangeability; in classification …