SOTAVerified

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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 476–500 of 704 papers

TitleStatusHype
Calibrated Uncertainty Quantification for Operator Learning via Conformal Prediction—0
Conformal Prediction Sets Improve Human Decision MakingCode0
Generalization and Informativeness of Conformal Prediction—0
Cross-Validation Conformal Risk Control—0
Toward Clinically Trustworthy Deep Learning: Applying Conformal Prediction to Intracranial Hemorrhage Detection—0
Evaluating the Utility of Conformal Prediction Sets for AI-Advised Image Labeling—0
Distribution-Free Conformal Joint Prediction Regions for Neural Marked Temporal Point ProcessesCode0
Towards Modeling Uncertainties of Self-explaining Neural Networks via Conformal Prediction—0
SymmPI: Predictive Inference for Data with Group SymmetriesCode0
Efficient Conformal Prediction under Data Heterogeneity—0
Beyond mirkwood: Enhancing SED Modeling with Conformal Predictions—0
Faithful Model Explanations through Energy-Constrained Conformal CounterfactualsCode0
Android Malware Detection with Unbiased Confidence Guarantees—0
Reliable Prediction Intervals with Regression Neural Networks—0
Verification of Neural Reachable Tubes via Scenario Optimization and Conformal Prediction—0
Conformalised data synthesisCode0
Well-calibrated Confidence Measures for Multi-label Text Classification with a Large Number of Labels—0
Multi-Modal Conformal Prediction Regions with Simple Structures by Optimizing Convex Shape TemplatesCode0
Empirical Validation of Conformal Prediction for Trustworthy Skin Lesions Classification—0
Uncertainty quantification in automated valuation models with spatially weighted conformal predictionCode0
Conformal Prediction in Multi-User Settings: An EvaluationCode0
PAC-Bayes Generalization Certificates for Learned Inductive Conformal Prediction—0
Signal Temporal Logic Control Synthesis among Uncontrollable Dynamic Agents with Conformal PredictionCode0
Learning-Based Approaches to Predictive Monitoring with Conformal Statistical Guarantees—0
On the Out-of-Distribution Coverage of Combining Split Conformal Prediction and Bayesian Deep Learning—0
Show:102550
← PrevPage 20 of 29Next →

No leaderboard results yet.