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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 51–100 of 704 papers

TitleStatusHype
Conformal Prediction Intervals for Remaining Useful Lifetime EstimationCode1
Conformal Time-series ForecastingCode1
Toward Conditional Distribution Calibration in Survival PredictionCode1
Towards PAC Multi-Object Detection and TrackingCode1
Uncertainty quantification for probabilistic machine learning in earth observation using conformal predictionCode1
Uncertainty Quantification of Surrogate Models using Conformal PredictionCode1
A general framework for multi-step ahead adaptive conformal heteroscedastic time series forecastingCode1
Conformal Approach To Gaussian Process Surrogate Evaluation With Coverage GuaranteesCode1
Batch Multivalid Conformal PredictionCode1
Bayesian Optimization with Conformal Prediction SetsCode1
A Gentle Introduction to Conformal Prediction and Distribution-Free Uncertainty QuantificationCode1
Conformal Prediction via Regression-as-ClassificationCode1
Conformal Validity Guarantees Exist for Any Data Distribution (and How to Find Them)Code1
CONFLARE: CONFormal LArge language model REtrievalCode1
Conffusion: Confidence Intervals for Diffusion ModelsCode1
Conformal Predictive Systems Under Covariate ShiftCode1
Boosted Conformal Prediction IntervalsCode1
Air Traffic Controller Workload Level Prediction using Conformalized Dynamical Graph LearningCode1
A Large-Scale Study of Probabilistic Calibration in Neural Network RegressionCode1
Conformal Anomaly Detection on Spatio-Temporal Observations with Missing DataCode1
Calibrated Multiple-Output Quantile Regression with Representation LearningCode1
Adaptive Conformal Prediction by Reweighting Nonconformity ScoreCode1
coverforest: Conformal Predictions with Random Forest in PythonCode1
Conformal Trajectory Prediction with Multi-View Data Integration in Cooperative DrivingCode1
Adaptive Conformal Predictions for Time SeriesCode1
Conformal Prediction using Conditional HistogramsCode1
Forecasting CPI inflation under economic policy and geopolitical uncertaintiesCode1
Conformal Prediction with Missing ValuesCode1
Conformal Load Prediction with Transductive Graph AutoencodersCode1
CAMMARL: Conformal Action Modeling in Multi Agent Reinforcement LearningCode1
Inductive Conformal Prediction: A Straightforward Introduction with Examples in PythonCode1
Introspective Planning: Aligning Robots' Uncertainty with Inherent Task AmbiguityCode1
Conformal Risk ControlCode1
Consistent Accelerated Inference via Confident Adaptive TransformersCode1
Learning-Based Conformal Tube MPC for Safe Control in Interactive Multi-Agent SystemsCode1
Learning Optimal Conformal ClassifiersCode1
Multi-class probabilistic classification using inductive and cross Venn-Abers predictorsCode1
A Unified Comparative Study with Generalized Conformity Scores for Multi-Output Conformal RegressionCode1
Non-Exchangeable Conformal Language Generation with Nearest NeighborsCode1
Non-Exchangeable Conformal Risk ControlCode1
Conformal PID Control for Time Series PredictionCode1
Improved Online Conformal Prediction via Strongly Adaptive Online LearningCode1
Class-Conditional Conformal Prediction with Many ClassesCode1
Practical Adversarial Multivalid Conformal PredictionCode1
Efficient Conformal Prediction via Cascaded Inference with Expanded AdmissionCode1
Conformal Prediction: A Theoretical Note and Benchmarking Transductive Node Classification in GraphsCode0
A Generic Framework for Conformal FairnessCode0
Backward Conformal PredictionCode0
Conformal Prediction Sets Improve Human Decision MakingCode0
A Confidence Machine for Sparse High-Order Interaction ModelCode0
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