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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 326–350 of 704 papers

TitleStatusHype
Efficient Online Set-valued Classification with Bandit Feedback—0
Conformal k-NN Anomaly Detector for Univariate Data Streams—0
Empirically Validating Conformal Prediction on Modern Vision Architectures Under Distribution Shift and Long-tailed Data—0
Bridging conformal prediction and scenario optimization—0
End-to-end Conditional Robust Optimization—0
Conformal prediction of future insurance claims in the regression problem—0
From Conformal Predictions to Confidence Regions—0
Enhanced Route Planning with Calibrated Uncertainty Set—0
Conformal Loss-Controlling Prediction—0
Conformance Testing for Stochastic Cyber-Physical Systems—0
Enhancing the conformal predictability of context-aware recommendation systems by using Deep Autoencoders—0
Conformal Methods for Quantifying Uncertainty in Spatiotemporal Data: A Survey—0
Conformal Meta-learners for Predictive Inference of Individual Treatment Effects—0
Boost AI Power: Data Augmentation Strategies with unlabelled Data and Conformal Prediction, a Case in Alternative Herbal Medicine Discrimination with Electronic Nose—0
Enterprise Disk Drive Scrubbing Based on Mondrian Conformal Predictors—0
Entropy Reweighted Conformal Classification—0
Conformal Nucleus Sampling—0
Conformal Uncertainty Sets for Robust Optimization—0
Estimating Test Performance for AI Medical Devices under Distribution Shift with Conformal Prediction—0
Conformal Off-Policy Evaluation in Markov Decision Processes—0
A conformalized learning of a prediction set with applications to medical imaging classification—0
Conformal Uncertainty Indicator for Continual Test-Time Adaptation—0
Causal Responder Detection—0
Conformal Off-Policy Prediction for Multi-Agent Systems—0
Conformal Inductive Graph Neural Networks—0
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