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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 1–25 of 704 papers

TitleStatusHype
Conformalized Physics-Informed Neural NetworksCode4
C-Adapter: Adapting Deep Classifiers for Efficient Conformal Prediction SetsCode3
TorchCP: A Python Library for Conformal PredictionCode3
Does confidence calibration improve conformal prediction?Code3
MAPIE: an open-source library for distribution-free uncertainty quantificationCode3
Conformal Prediction for Deep Classifier via Label RankingCode2
Conformal prediction under ambiguous ground truthCode2
Fortuna: A Library for Uncertainty Quantification in Deep LearningCode2
Conformal prediction interval for dynamic time-seriesCode2
Conformal Prediction for Zero-Shot ModelsCode1
Learning-Based Conformal Tube MPC for Safe Control in Interactive Multi-Agent SystemsCode1
Minimum Volume Conformal Sets for Multivariate RegressionCode1
Can We Detect Failures Without Failure Data? Uncertainty-Aware Runtime Failure Detection for Imitation Learning PoliciesCode1
From Uncertain to Safe: Conformal Fine-Tuning of Diffusion Models for Safe PDE ControlCode1
coverforest: Conformal Predictions with Random Forest in PythonCode1
A Unified Comparative Study with Generalized Conformity Scores for Multi-Output Conformal RegressionCode1
Neural Conformal Control for Time Series ForecastingCode1
Toward Conditional Distribution Calibration in Survival PredictionCode1
End-to-End Conformal Calibration for Optimization Under UncertaintyCode1
Spatial-Aware Conformal Prediction for Trustworthy Hyperspectral Image ClassificationCode1
Uncertainty Quantification of Surrogate Models using Conformal PredictionCode1
Conformal Trajectory Prediction with Multi-View Data Integration in Cooperative DrivingCode1
Large language model validity via enhanced conformal prediction methodsCode1
Conformal Load Prediction with Transductive Graph AutoencodersCode1
Boosted Conformal Prediction IntervalsCode1
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