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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 251–275 of 704 papers

TitleStatusHype
Distributed Conformal Prediction via Message PassingCode0
Wasserstein-regularized Conformal Prediction under General Distribution Shift—0
Estimating the Conformal Prediction Threshold from Noisy LabelsCode0
Randomness, exchangeability, and conformal prediction—0
Transductive Conformal Inference for Full Ranking—0
Conformal Prediction Sets with Improved Conditional Coverage using Trust Scores—0
Training-Aware Risk Control for Intensity Modulated Radiation Therapies Quality Assurance with Conformal Prediction—0
Uncertainty Guarantees on Automated Precision Weeding using Conformal Prediction—0
Uncertainty-Aware Online Extrinsic Calibration: A Conformal Prediction Approach—0
Uncertainty Estimation for Path Loss and Radio Metric ModelsCode0
Seeing with Partial Certainty: Conformal Prediction for Robotic Scene Recognition in Built Environments—0
Enhancing Trustworthiness of Graph Neural Networks with Rank-Based Conformal TrainingCode0
Monty Hall and Optimized Conformal Prediction to Improve Decision-Making with LLMs—0
Implementing Trust in Non-Small Cell Lung Cancer Diagnosis with a Conformalized Uncertainty-Aware AI Framework in Whole-Slide ImagesCode0
Uncertainty quantification for improving radiomic-based models in radiation pneumonitis prediction—0
Adaptive Conformal Inference by Betting—0
Distribution-Free Uncertainty Quantification in Mechanical Ventilation Treatment: A Conformal Deep Q-Learning Framework—0
A Conformal Approach to Feature-based Newsvendor under Model Misspecification—0
On the Role of Surrogates in Conformal Inference of Individual Causal EffectsCode0
Disturbance-Adaptive Data-Driven Predictive Control: Trading Comfort Violations for Savings in Building Climate Control—0
Conformal Prediction on Quantifying Uncertainty of Dynamic Systems—0
Distribution free uncertainty quantification in neuroscience-inspired deep operators—0
CUPS: Improving Human Pose-Shape Estimators with Conformalized Deep Uncertainty—0
Fundus Image-based Visual Acuity Assessment with PAC-GuaranteesCode0
Are foundation models for computer vision good conformal predictors?—0
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