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Conformal Prediction

Conformal Prediction is a machine learning framework that provides valid measures of confidence for individual predictions. It offers a principled approach to quantify uncertainty in predictions without assuming any specific distribution for the data. This section features papers that explore various aspects of conformal prediction, including theoretical advancements, algorithmic developments, and applications across different domains.

Papers

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Showing 226–250 of 704 papers

TitleStatusHype
Discounted Adaptive Online Learning: Towards Better RegularizationCode0
Conformal Prediction Regions for Time Series using Linear Complementarity ProgrammingCode0
Distributional conformal predictionCode0
Conformal Prediction Sets Can Cause Disparate ImpactCode0
Response Quality Assessment for Retrieval-Augmented Generation via Conditional Conformal FactualityCode0
Conformalized Fairness via Quantile RegressionCode0
Decision-Focused Uncertainty QuantificationCode0
Conformalized Deep Splines for Optimal and Efficient Prediction SetsCode0
Conformal Prediction Sets with Limited False PositivesCode0
Data-SUITE: Data-centric identification of in-distribution incongruous examplesCode0
Design-based conformal predictionCode0
Distributionally Robust Predictive Runtime Verification under Spatio-Temporal Logic SpecificationsCode0
Conformal Prediction under Levy-Prokhorov Distribution Shifts: Robustness to Local and Global PerturbationsCode0
Conformalized Credal Set PredictorsCode0
Building Conformal Prediction Intervals with Approximate Message PassingCode0
Conjunction Subspaces Test for Conformal and Selective ClassificationCode0
ConU: Conformal Uncertainty in Large Language Models with Correctness Coverage GuaranteesCode0
Conformalized Adaptive Forecasting of Heterogeneous TrajectoriesCode0
Conformalization of Sparse Generalized Linear ModelsCode0
Conformal Prediction with Partially Labeled DataCode0
Conformalised data synthesisCode0
Adaptive conformal classification with noisy labelsCode0
Conformal-in-the-Loop for Learning with Imbalanced Noisy DataCode0
Conformal Credal Self-Supervised LearningCode0
Conformal Structured PredictionCode0
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