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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 676–700 of 704 papers

TitleStatusHype
Nested conformal prediction and quantile out-of-bag ensemble methodsCode0
Multi-level conformal clustering: A distribution-free technique for clustering and anomaly detection—0
Computing Full Conformal Prediction Set with Approximate HomotopyCode0
Distributional conformal predictionCode0
Conformal Prediction based Spectral Clustering—0
Combining Prediction Intervals on Multi-Source Non-Disclosed Regression Datasets—0
Concepts and Applications of Conformal Prediction in Computational Drug Discovery—0
Predicting assisted ventilation in Amyotrophic Lateral Sclerosis using a mixture of experts and conformal predictors—0
libconform v0.1.0: a Python library for conformal predictionCode0
Conformal Prediction Interval Estimations with an Application to Day-Ahead and Intraday Power Markets—0
Prediction and outlier detection in classification problems—0
Conformalized Quantile RegressionCode0
Reliable Prediction Errors for Deep Neural Networks Using Test-Time Dropout—0
Conformal calibrators—0
Deep Confidence: A Computationally Efficient Framework for Calculating Reliable Errors for Deep Neural Networks—0
Aggregating Predictions on Multiple Non-disclosed Datasets using Conformal Prediction—0
Cautious Deep Learning—0
conformalClassification: A Conformal Prediction R Package for Classification—0
Conformal Prediction in Learning Under Privileged Information Paradigm with Applications in Drug Discovery—0
An Exact and Robust Conformal Inference Method for Counterfactual and Synthetic ControlsCode0
Conformal k-NN Anomaly Detector for Univariate Data Streams—0
Model-Robust Counterfactual Prediction MethodCode0
Universal probability-free prediction—0
Conformal Predictors for Compound Activity Prediction—0
Criteria of efficiency for conformal prediction—0
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