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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 1–50 of 704 papers

TitleStatusHype
Conformalized Physics-Informed Neural NetworksCode4
C-Adapter: Adapting Deep Classifiers for Efficient Conformal Prediction SetsCode3
TorchCP: A Python Library for Conformal PredictionCode3
Does confidence calibration improve conformal prediction?Code3
MAPIE: an open-source library for distribution-free uncertainty quantificationCode3
Conformal Prediction for Deep Classifier via Label RankingCode2
Conformal prediction under ambiguous ground truthCode2
Fortuna: A Library for Uncertainty Quantification in Deep LearningCode2
Conformal prediction interval for dynamic time-seriesCode2
Conformal Prediction for Zero-Shot ModelsCode1
Learning-Based Conformal Tube MPC for Safe Control in Interactive Multi-Agent SystemsCode1
Minimum Volume Conformal Sets for Multivariate RegressionCode1
Can We Detect Failures Without Failure Data? Uncertainty-Aware Runtime Failure Detection for Imitation Learning PoliciesCode1
From Uncertain to Safe: Conformal Fine-Tuning of Diffusion Models for Safe PDE ControlCode1
coverforest: Conformal Predictions with Random Forest in PythonCode1
A Unified Comparative Study with Generalized Conformity Scores for Multi-Output Conformal RegressionCode1
Neural Conformal Control for Time Series ForecastingCode1
Toward Conditional Distribution Calibration in Survival PredictionCode1
End-to-End Conformal Calibration for Optimization Under UncertaintyCode1
Spatial-Aware Conformal Prediction for Trustworthy Hyperspectral Image ClassificationCode1
Uncertainty Quantification of Surrogate Models using Conformal PredictionCode1
Conformal Trajectory Prediction with Multi-View Data Integration in Cooperative DrivingCode1
Large language model validity via enhanced conformal prediction methodsCode1
Conformal Load Prediction with Transductive Graph AutoencodersCode1
Boosted Conformal Prediction IntervalsCode1
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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