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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 76–100 of 704 papers

TitleStatusHype
Towards PAC Multi-Object Detection and TrackingCode1
Ensemble Conformalized Quantile Regression for Probabilistic Time Series ForecastingCode1
Adaptive Conformal Predictions for Time SeriesCode1
Image-to-Image Regression with Distribution-Free Uncertainty Quantification and Applications in ImagingCode1
Conformal Prediction Under Feedback Covariate Shift for Biomolecular DesignCode1
Approximating Full Conformal Prediction at Scale via Influence FunctionsCode1
Improving Expert Predictions with Conformal PredictionCode1
Conformal Time-series ForecastingCode1
Learning Optimal Conformal ClassifiersCode1
Calibrated Multiple-Output Quantile Regression with Representation LearningCode1
A Gentle Introduction to Conformal Prediction and Distribution-Free Uncertainty QuantificationCode1
Valid prediction intervals for regression problemsCode1
Locally Valid and Discriminative Prediction Intervals for Deep Learning ModelsCode1
Conformal Anomaly Detection on Spatio-Temporal Observations with Missing DataCode1
Conformal Prediction using Conditional HistogramsCode1
Consistent Accelerated Inference via Confident Adaptive TransformersCode1
Private Prediction SetsCode1
Uncertainty Sets for Image Classifiers using Conformal PredictionCode1
Efficient Conformal Prediction via Cascaded Inference with Expanded AdmissionCode1
Multi-class probabilistic classification using inductive and cross Venn-Abers predictorsCode1
Foundation models for time series forecasting: Application in conformal prediction—0
The Trilemma of Truth in Large Language ModelsCode0
Deterministic Object Pose Confidence Region Estimation—0
Graph-Structured Feedback Multimodel Ensemble Online Conformal Prediction—0
Response Quality Assessment for Retrieval-Augmented Generation via Conditional Conformal FactualityCode0
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