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conformal prediction

208 papers

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Also known as

ICP CP

Co-occurring keywords

uncertainty quantification (1365) prediction set (55) prediction interval (67) coverage guarantee (25) large language model (12755) quantile regression (94) risk control (13) online learning (1770) uncertainty estimation (639) statistical guarantee (32)

Papers

Conformalized Fairness via Quantile Regression NIPS 2022
Practical Adversarial Multivalid Conformal Prediction NIPS 2022
Conformal Prediction with Temporal Quantile Adjustments NIPS 2022
Conformal Off-Policy Prediction in Contextual Bandits NIPS 2022
Fair Conformal Predictors for Applications in Medical Imaging AAAI 2022
Data-SUITE: Data-centric identification of in-distribution incongruous examples ICML 2022
Training Uncertainty-Aware Classifiers with Conformalized Deep Learning NIPS 2022
Modular Conformal Calibration ICML 2022
Learning Pareto-Efficient Decisions with Confidence AISTATS 2022
CD-split and HPD-split: Efficient Conformal Regions in High Dimensions JMLR 2022
Knowing what You Know: valid and validated confidence sets in multiclass and multilabel prediction JMLR 2021
Exact Optimization of Conformal Predictors via Incremental and Decremental Learning ICML 2021
Distribution-free inference for regression: discrete, continuous, and in between NIPS 2021
Conformal Prediction using Conditional Histograms NIPS 2021
Consistent Accelerated Inference via Confident Adaptive Transformers EMNLP 2021
Conformal Bayesian Computation NIPS 2021
Locally Valid and Discriminative Prediction Intervals for Deep Learning Models NIPS 2021
Conformal Time-series Forecasting NIPS 2021
Identifying regions of trusted predictions UAI 2021
Conformal prediction interval for dynamic time-series ICML 2021
Distribution-free uncertainty quantification for classification under label shift UAI 2021
Few-Shot Conformal Prediction with Auxiliary Tasks ICML 2021
Worst-Case Analysis for Randomly Collected Data NIPS 2020
Flexible distribution-free conditional predictive bands using density estimators AISTATS 2020
Learning Robust Decision Policies from Observational Data NIPS 2020