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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 551–600 of 704 papers

TitleStatusHype
Calibrating AI Models for Wireless Communications via Conformal Prediction—0
Sequential Predictive Conformal Inference for Time SeriesCode1
Copula Conformal Prediction for Multi-step Time Series ForecastingCode1
A Cross-Conformal Predictor for Multi-label Classification—0
Will My Robot Achieve My Goals? Predicting the Probability that an MDP Policy Reaches a User-Specified Behavior Target—0
Distribution Free Prediction Sets for Node ClassificationCode0
Conffusion: Confidence Intervals for Diffusion ModelsCode1
Conformal Prediction for STL Runtime Verification—0
Exact and Approximate Conformal Inference for Multi-Output Regression—0
Towards Reliable Zero Shot Classification in Self-Supervised Models with Conformal Prediction—0
Distribution-Free Finite-Sample Guarantees and Split Conformal Prediction—0
Bayesian Optimization with Conformal Prediction SetsCode1
Nonparametric Quantile Regression: Non-Crossing Constraints and Conformal Prediction—0
Calibrating AI Models for Few-Shot Demodulation via Conformal Prediction—0
Test-time Recalibration of Conformal Predictors Under Distribution Shift Based on Unlabeled ExamplesCode0
Few-Shot Calibration of Set Predictors via Meta-Learned Cross-Validation-Based Conformal PredictionCode0
Conformalized Fairness via Quantile RegressionCode0
Extending Conformal Prediction to Hidden Markov Models with Exact Validity via de Finetti's Theorem for Markov ChainsCode0
Predictive Inference with Feature Conformal PredictionCode1
Batch Multivalid Conformal PredictionCode1
Label Noise Robustness of Conformal Prediction—0
Scalable Gaussian Process Hyperparameter Optimization via Coverage Regularization—0
Conformal Methods for Quantifying Uncertainty in Spatiotemporal Data: A Survey—0
Conformal Risk ControlCode1
A general framework for multi-step ahead adaptive conformal heteroscedastic time series forecastingCode1
Conformal Prediction Bands for Two-Dimensional Functional Time Series—0
A novel Deep Learning approach for one-step Conformal Prediction approximationCode0
MAPIE: an open-source library for distribution-free uncertainty quantificationCode3
CODiT: Conformal Out-of-Distribution Detection in Time-Series DataCode1
Estimating Test Performance for AI Medical Devices under Distribution Shift with Conformal Prediction—0
ACHO: Adaptive Conformal Hyperparameter Optimization—0
Improved conformalized quantile regression—0
Improving Trustworthiness of AI Disease Severity Rating in Medical Imaging with Ordinal Conformal Prediction SetsCode0
"Even if ..." -- Diverse Semifactual Explanations of RejectCode0
Split Localized Conformal PredictionCode0
Three Applications of Conformal Prediction for Rating Breast Density in Mammography—0
Inductive Conformal Prediction: A Straightforward Introduction with Examples in PythonCode1
Conformal prediction set for time-seriesCode1
Probabilistic Conformal Prediction Using Conditional Random SamplesCode1
Conformal Off-policy PredictionCode0
Conformal Prediction Intervals for Markov Decision Process Trajectories—0
Conformal Off-Policy Prediction in Contextual Bandits—0
Practical Adversarial Multivalid Conformal PredictionCode1
Conformal Credal Self-Supervised LearningCode0
Towards Instance-Wise Calibration: Local Amortized Diagnostics and Reshaping of Conditional Densities (LADaR)Code0
A Confidence Machine for Sparse High-Order Interaction ModelCode0
Conformal Prediction Intervals with Temporal DependenceCode0
Robust Flow-based Conformal Inference (FCI) with Statistical Guarantee—0
Conformal Prediction with Temporal Quantile Adjustments—0
Achieving Risk Control in Online Learning SettingsCode0
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