conftrace_

conformal inference

19 papers

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Co-occurring keywords

uncertainty quantification (1393) confidence interval (146) prediction set (57) distribution shift (722) count-min sketch (12) distribution-free method (7) neural network (6616) multiple testing (22) prediction interval (67) frequency estimation (25)

Papers

CoffeeBoost: Gradient Boosting Native Conformal Inference for Bayesian Optimization AAAI 2025
Conformal Inference of Individual Treatment Effects Using Conditional Density Estimates AAAI 2025
Conformal Inference for Online Prediction with Arbitrary Distribution Shifts JMLR 2024
Conformalized Multiple Testing after Data-dependent Selection NIPS 2024
Transductive conformal inference with adaptive scores AISTATS 2024
How safe am I given what I see? Calibrated prediction of safety chances for image-controlled autonomy L4DC 2024
ConstrainedZero: Chance-Constrained POMDP Planning Using Learned Probabilistic Failure Surrogates and Adaptive Safety Constraints IJCAI 2024
Conformal Classification with Equalized Coverage for Adaptively Selected Groups NIPS 2024
Selection by Prediction with Conformal p-values JMLR 2023
Derandomized novelty detection with FDR control via conformal e-values NIPS 2023
Conformal Inference is (almost) Free for Neural Networks Trained with Early Stopping ICML 2023
Conformal Frequency Estimation using Discrete Sketched Data with Coverage for Distinct Queries JMLR 2023
Learning to Defer to Multiple Experts: Consistent Surrogate Losses, Confidence Calibration, and Conformal Ensembles AISTATS 2023
Conformal Frequency Estimation with Sketched Data NIPS 2022
T-SCI: A Two-Stage Conformal Inference Algorithm with Guaranteed Coverage for Cox-MLP ICML 2021
Adaptive Conformal Inference Under Distribution Shift NIPS 2021
Classification with Valid and Adaptive Coverage NIPS 2020
Adaptive, Distribution-Free Prediction Intervals for Deep Networks AISTATS 2020
Exact and Robust Conformal Inference Methods for Predictive Machine Learning with Dependent Data COLT 2018