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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 201–250 of 704 papers

TitleStatusHype
Conformalized Quantile RegressionCode0
Conformal Prediction for Multimodal RegressionCode0
Computing Full Conformal Prediction Set with Approximate HomotopyCode0
Multivariate Latent Recalibration for Conditional Normalizing FlowsCode0
Enhancing Adversarial Robustness with Conformal Prediction: A Framework for Guaranteed Model ReliabilityCode0
Nested conformal prediction and quantile out-of-bag ensemble methodsCode0
An Exact and Robust Conformal Inference Method for Counterfactual and Synthetic ControlsCode0
Efficient Robust Conformal Prediction via Lipschitz-Bounded NetworksCode0
Enhancing Trustworthiness of Graph Neural Networks with Rank-Based Conformal TrainingCode0
Distribution Free Prediction Sets for Node ClassificationCode0
Achieving Risk Control in Online Learning SettingsCode0
Distribution-Free Calibration of Statistical Confidence SetsCode0
On the Expected Size of Conformal Prediction SetsCode0
On the Role of Surrogates in Conformal Inference of Individual Causal EffectsCode0
Distribution-Free Conformal Joint Prediction Regions for Neural Marked Temporal Point ProcessesCode0
Efficient and Differentiable Conformal Prediction with General Function ClassesCode0
Enhancing Visual Inspection Capability of Multi-Modal Large Language Models on Medical Time Series with Supportive Conformalized and Interpretable Small Specialized ModelsCode0
Conformal Prediction for Ensembles: Improving Efficiency via Score-Based AggregationCode0
A novel Deep Learning approach for one-step Conformal Prediction approximationCode0
Distributed Conformal Prediction via Message PassingCode0
Conformalized Interval Arithmetic with Symmetric CalibrationCode0
Towards Instance-Wise Calibration: Local Amortized Diagnostics and Reshaping of Conditional Densities (LADaR)Code0
Confidence on the Focal: Conformal Prediction with Selection-Conditional CoverageCode0
Projected random forests and conformal prediction of circular dataCode0
A Confidence Machine for Sparse High-Order Interaction ModelCode0
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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