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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 51–75 of 704 papers

TitleStatusHype
Conformal Prediction for Time Series with Modern Hopfield NetworksCode1
Conformal Load Prediction with Transductive Graph AutoencodersCode1
Conformal Language ModelingCode1
Large language model validity via enhanced conformal prediction methodsCode1
Conformal PID Control for Time Series PredictionCode1
Can We Detect Failures Without Failure Data? Uncertainty-Aware Runtime Failure Detection for Imitation Learning PoliciesCode1
A general framework for multi-step ahead adaptive conformal heteroscedastic time series forecastingCode1
Multi-class probabilistic classification using inductive and cross Venn-Abers predictorsCode1
Batch Multivalid Conformal PredictionCode1
Bayesian Optimization with Conformal Prediction SetsCode1
A Gentle Introduction to Conformal Prediction and Distribution-Free Uncertainty QuantificationCode1
Non-Exchangeable Conformal Language Generation with Nearest NeighborsCode1
Conformal prediction for multi-dimensional time series by ellipsoidal setsCode1
CAMMARL: Conformal Action Modeling in Multi Agent Reinforcement LearningCode1
Conformal Trajectory Prediction with Multi-View Data Integration in Cooperative DrivingCode1
Conffusion: Confidence Intervals for Diffusion ModelsCode1
Conformal Prediction Under Feedback Covariate Shift for Biomolecular DesignCode1
Air Traffic Controller Workload Level Prediction using Conformalized Dynamical Graph LearningCode1
A Large-Scale Study of Probabilistic Calibration in Neural Network RegressionCode1
Conformal Prediction Intervals for Remaining Useful Lifetime EstimationCode1
Calibrated Multiple-Output Quantile Regression with Representation LearningCode1
Adaptive Conformal Prediction by Reweighting Nonconformity ScoreCode1
Conformal Risk ControlCode1
Conformal prediction set for time-seriesCode1
From Uncertain to Safe: Conformal Fine-Tuning of Diffusion Models for Safe PDE ControlCode1
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