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 626–650 of 704 papers

TitleStatusHype
Conditional validity of heteroskedastic conformal regressionCode0
How Safe Am I Given What I See? Calibrated Prediction of Safety Chances for Image-Controlled AutonomyCode0
Identifying Light-curve Signals with a Deep Learning Based Object Detection Algorithm. II. A General Light Curve Classification FrameworkCode0
Implementing Trust in Non-Small Cell Lung Cancer Diagnosis with a Conformalized Uncertainty-Aware AI Framework in Whole-Slide ImagesCode0
Improving the statistical efficiency of cross-conformal predictionCode0
Improving Trustworthiness of AI Disease Severity Rating in Medical Imaging with Ordinal Conformal Prediction SetsCode0
Improving Uncertainty Quantification of Deep Classifiers via Neighborhood Conformal Prediction: Novel Algorithm and Theoretical AnalysisCode0
Informativeness of Weighted Conformal PredictionCode0
Learning Conformal Abstention Policies for Adaptive Risk Management in Large Language and Vision-Language ModelsCode0
Learning Enhanced Structural Representations with Block-Based Uncertainties for Ocean Floor MappingCode0
Learning When to Treat Business Processes: Prescriptive Process Monitoring with Causal Inference and Reinforcement LearningCode0
Leave-One-Out Stable Conformal PredictionCode0
Length Optimization in Conformal PredictionCode0
Less is More: Rejecting Unreliable Reviews for Product Question AnsweringCode0
Marginal and training-conditional guarantees in one-shot federated conformal predictionCode0
Metric-Guided Conformal Bounds for Probabilistic Image ReconstructionCode0
Model-Robust Counterfactual Prediction MethodCode0
Multi-Modal Conformal Prediction Regions with Simple Structures by Optimizing Convex Shape TemplatesCode0
Multi-model Ensemble Conformal Prediction in Dynamic EnvironmentsCode0
Multivariate Latent Recalibration for Conditional Normalizing FlowsCode0
Multi-View Conformal Learning for Heterogeneous Sensor FusionCode0
Nested conformal prediction and quantile out-of-bag ensemble methodsCode0
Neural Predictive Monitoring under Partial ObservabilityCode0
NeuroSep-CP-LCB: A Deep Learning-based Contextual Multi-armed Bandit Algorithm with Uncertainty Quantification for Early Sepsis PredictionCode0
Normalizing Flows for Conformal RegressionCode0
Show:102550
← PrevPage 26 of 29Next →

No leaderboard results yet.