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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 626–650 of 704 papers

TitleStatusHype
RoCP-GNN: Robust Conformal Prediction for Graph Neural Networks in Node-Classification—0
Conformal Prediction for Indoor Positioning with Correctness Coverage Guarantees—0
Conformal Prediction for Manifold-based Source Localization with Gaussian Processes—0
Confidence-Aware Deep Learning for Load Plan Adjustments in the Parcel Service Industry—0
A conformalized learning of a prediction set with applications to medical imaging classification—0
Conformal Prediction for Natural Language Processing: A Survey—0
Conformal Prediction for Network-Assisted Regression—0
Conformal Prediction for STL Runtime Verification—0
Conformal Prediction for Stochastic Decision-Making of PV Power in Electricity Markets—0
RR-CP: Reliable-Region-Based Conformal Prediction for Trustworthy Medical Image Classification—0
ConfEviSurrogate: A Conformalized Evidential Surrogate Model for Uncertainty Quantification—0
Conditional Shift-Robust Conformal Prediction for Graph Neural Network—0
Conformal Prediction for Trustworthy Detection of Railway Signals—0
Conformal Prediction for Uncertainty Estimation in Drug-Target Interaction Prediction—0
Probabilistic Conformal Prediction with Approximate Conditional Validity—0
Conformal Prediction in Dynamic Biological Systems—0
Conformal Prediction in Hierarchical Classification—0
Conformal Prediction in Learning Under Privileged Information Paradigm with Applications in Drug Discovery—0
Safe Adaptive Cruise Control Under Perception Uncertainty: A Deep Ensemble and Conformal Tube Model Predictive Control Approach—0
Conformal Prediction Interval Estimations with an Application to Day-Ahead and Intraday Power Markets—0
Conditional Conformal Risk Adaptation—0
Conformal Prediction Intervals for Markov Decision Process Trajectories—0
Conformal Prediction Intervals for Neural Networks Using Cross Validation—0
Concepts and Applications of Conformal Prediction in Computational Drug Discovery—0
Safe Merging in Mixed Traffic with Confidence—0
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