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conformal inference

29 papers

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prediction set (6) distribution shift (5) uncertainty quantification (5) prediction interval (4) confidence interval (3) false discovery rate (3) count-min sketch (2) distribution-free method (2) neural network (2) multiple testing (2)

Papers

T-SCI: A Two-Stage Conformal Inference Algorithm with Guaranteed Coverage for Cox-MLP ICML 2021 Adaptive, Distribution-Free Prediction Intervals for Deep Networks AISTATS 2020 Classification with Valid and Adaptive Coverage NeurIPS 2020 Exact and Robust Conformal Inference Methods for Predictive Machine Learning with Dependent Data COLT 2018