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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

Class-Conditional Conformal Prediction with Many Classes NIPS 2023
TRIAGE: Characterizing and auditing training data for improved regression NIPS 2023
Robots That Ask For Help: Uncertainty Alignment for Large Language Model Planners CORL 2023
Conformal Prediction for Federated Uncertainty Quantification Under Label Shift ICML 2023
JAWS-X: Addressing Efficiency Bottlenecks of Conformal Prediction Under Standard and Feedback Covariate Shift ICML 2023
Uncertainty Quantification over Graph with Conformalized Graph Neural Networks NIPS 2023
PAC-Bayes Generalization Certificates for Learned Inductive Conformal Prediction NIPS 2023
Bayesian Optimization with Conformal Prediction Sets AISTATS 2023
Conformal Prediction for Uncertainty-Aware Planning with Diffusion Dynamics Model NIPS 2023
Probabilistic Conformal Prediction Using Conditional Random Samples AISTATS 2023
Sequential Predictive Conformal Inference for Time Series ICML 2023
Conformal PID Control for Time Series Prediction NIPS 2023
Conformal Prediction for Time Series with Modern Hopfield Networks NIPS 2023
Flexible Model Aggregation for Quantile Regression JMLR 2023
Fast Online Value-Maximizing Prediction Sets with Conformal Cost Control ICML 2023
AmnioML: Amniotic Fluid Segmentation and Volume Prediction with Uncertainty Quantification AAAI 2023
Conformalized Unconditional Quantile Regression AISTATS 2023
Improving Expert Predictions with Conformal Prediction ICML 2023
A Large-Scale Study of Probabilistic Calibration in Neural Network Regression ICML 2023
Stable Conformal Prediction Sets ICML 2022
Revisiting Consistency Regularization for Deep Partial Label Learning ICML 2022
Conformal Prediction Sets with Limited False Positives ICML 2022
On the Utility of Prediction Sets in Human-AI Teams IJCAI 2022
iDECODe: In-Distribution Equivariance for Conformal Out-of-Distribution Detection AAAI 2022
Adaptive Conformal Predictions for Time Series ICML 2022