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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 26–50 of 704 papers

TitleStatusHype
Transformer Conformal Prediction for Time SeriesCode1
Conformal Validity Guarantees Exist for Any Data Distribution (and How to Find Them)Code1
Conformal Predictive Systems Under Covariate ShiftCode1
Conformal Prediction via Regression-as-ClassificationCode1
CONFLARE: CONFormal LArge language model REtrievalCode1
Adaptive Bounding Box Uncertainties via Two-Step Conformal PredictionCode1
Conformal prediction for multi-dimensional time series by ellipsoidal setsCode1
Uncertainty-Aware Evaluation for Vision-Language ModelsCode1
Self-Calibrating Conformal PredictionCode1
Introspective Planning: Aligning Robots' Uncertainty with Inherent Task AmbiguityCode1
Non-Exchangeable Conformal Language Generation with Nearest NeighborsCode1
Conformal Approach To Gaussian Process Surrogate Evaluation With Coverage GuaranteesCode1
Uncertainty quantification for probabilistic machine learning in earth observation using conformal predictionCode1
Forecasting CPI inflation under economic policy and geopolitical uncertaintiesCode1
Kandinsky Conformal Prediction: Efficient Calibration of Image Segmentation AlgorithmsCode1
Non-Exchangeable Conformal Risk ControlCode1
Robust Uncertainty Quantification Using Conformalised Monte Carlo PredictionCode1
Conformal PID Control for Time Series PredictionCode1
Air Traffic Controller Workload Level Prediction using Conformalized Dynamical Graph LearningCode1
Selective Generation for Controllable Language ModelsCode1
CAMMARL: Conformal Action Modeling in Multi Agent Reinforcement LearningCode1
Conformal Language ModelingCode1
Class-Conditional Conformal Prediction with Many ClassesCode1
Conformal Prediction with Missing ValuesCode1
A Large-Scale Study of Probabilistic Calibration in Neural Network RegressionCode1
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