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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 301–325 of 704 papers

TitleStatusHype
Length Optimization in Conformal PredictionCode0
Conformalized Link Prediction on Graph Neural Networks—0
Causal Responder Detection—0
Conformal time series decomposition with component-wise exchangeabilityCode0
Valid Error Bars for Neural Weather Models using Conformal Prediction—0
Debate as Optimization: Adaptive Conformal Prediction and Diverse Retrieval for Event Extraction—0
Evidential Uncertainty Sets in Deep Classifiers Using Conformal PredictionCode0
α-OCC: Uncertainty-Aware Camera-based 3D Semantic Occupancy Prediction—0
Learning Temporal Logic Predicates from Data with Statistical Guarantees—0
Large language model validity via enhanced conformal prediction methodsCode1
The Penalized Inverse Probability Measure for Conformal Classification—0
Conformal Load Prediction with Transductive Graph AutoencodersCode1
Conformalized Teleoperation: Confidently Mapping Human Inputs to High-Dimensional Robot Actions—0
Boosted Conformal Prediction IntervalsCode1
Conformal Prediction for Class-wise Coverage via Augmented Label Rank CalibrationCode0
Transformer Conformal Prediction for Time SeriesCode1
Robust Conformal Prediction Using Privileged InformationCode0
Normalizing Flows for Conformal RegressionCode0
Learning Cellular Network Connection Quality with Conformal—0
Certifiably Byzantine-Robust Federated Conformal PredictionCode0
Adapting Conformal Prediction to Distribution Shifts Without Labels—0
Single Trajectory Conformal Prediction—0
CONFINE: Conformal Prediction for Interpretable Neural Networks—0
Conformal Recursive Feature EliminationCode0
Valid Conformal Prediction for Dynamic GNNsCode0
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