conftrace_

validity guarantee

3 papers

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conformal prediction (3) conditional conformal (1) perfect calibration (1) sequential shifts (1) large language model (1) probabilistic predictor (1) imprecise probability (1) data distribution (1) uncertainty quantification (1) black-box optimization (1)

Papers

Conformal Validity Guarantees Exist for Any Data Distribution (and How to Find Them) ICML 2024 Large language model validity via enhanced conformal prediction methods NeurIPS 2024 Large-scale probabilistic predictors with and without guarantees of validity NeurIPS 2015