conftrace_

prediction interval

67 papers

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Also known as

PI

Co-occurring keywords

uncertainty quantification (1393) conformal prediction (215) quantile regression (95) uncertainty estimation (648) coverage probability (10) random forest (326) neural network (6616) distribution shift (722) epistemic uncertainty (160) aleatoric uncertainty (109)

Papers

JAWS-X: Addressing Efficiency Bottlenecks of Conformal Prediction Under Standard and Feedback Covariate Shift ICML 2023
Flexible Model Aggregation for Quantile Regression JMLR 2023
Equal Opportunity of Coverage in Fair Regression NIPS 2023
Approximating Full Conformal Prediction at Scale via Influence Functions AAAI 2023
Monitoring Model Deterioration with Explainable Uncertainty Estimation via Non-parametric Bootstrap AAAI 2023
Sequential Predictive Conformal Inference for Time Series ICML 2023
Stability of Random Forests and Coverage of Random-Forest Prediction Intervals NIPS 2023
Conformal Prediction with Missing Values ICML 2023
Conformal Prediction with Temporal Quantile Adjustments NIPS 2022
Conformalized Fairness via Quantile Regression NIPS 2022
Adaptive Conformal Predictions for Time Series ICML 2022
Estimating Functionals of the Out-of-Sample Error Distribution in High-Dimensional Ridge Regression AISTATS 2022
Learning Prediction Intervals for Regression: Generalization and Calibration AISTATS 2021
A Unified Framework for Random Forest Prediction Error Estimation JMLR 2021
Improving Conditional Coverage via Orthogonal Quantile Regression NIPS 2021
Moment Multicalibration for Uncertainty Estimation COLT 2021
Estimating Uncertainty Intervals from Collaborating Networks JMLR 2021
Learning Prediction Intervals for Model Performance AAAI 2021
Understanding the Under-Coverage Bias in Uncertainty Estimation NIPS 2021
Locally Valid and Discriminative Prediction Intervals for Deep Learning Models NIPS 2021
Marginalised Gaussian Processes with Nested Sampling NIPS 2021
Conformal Prediction using Conditional Histograms NIPS 2021
Dynamic Tensor Recommender Systems JMLR 2021
Conformal prediction interval for dynamic time-series ICML 2021
Calibrated Reliable Regression using Maximum Mean Discrepancy NIPS 2020