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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 601–650 of 704 papers

TitleStatusHype
Distributionally Robust Predictive Runtime Verification under Spatio-Temporal Logic SpecificationsCode0
Distribution-Free Calibration of Statistical Confidence SetsCode0
Distribution-Free Conformal Joint Prediction Regions for Neural Marked Temporal Point ProcessesCode0
Distribution Free Prediction Sets for Node ClassificationCode0
Efficient and Differentiable Conformal Prediction with General Function ClassesCode0
Efficient Robust Conformal Prediction via Lipschitz-Bounded NetworksCode0
Enhancing Adversarial Robustness with Conformal Prediction: A Framework for Guaranteed Model ReliabilityCode0
Enhancing Trustworthiness of Graph Neural Networks with Rank-Based Conformal TrainingCode0
Enhancing Visual Inspection Capability of Multi-Modal Large Language Models on Medical Time Series with Supportive Conformalized and Interpretable Small Specialized ModelsCode0
Epidemic-guided deep learning for spatiotemporal forecasting of Tuberculosis outbreakCode0
Epistemic Uncertainty in Conformal Scores: A Unified ApproachCode0
Estimating the Conformal Prediction Threshold from Noisy LabelsCode0
Estimating Uncertainty in Multimodal Foundation Models using Public Internet DataCode0
E-Values Expand the Scope of Conformal PredictionCode0
"Even if ..." -- Diverse Semifactual Explanations of RejectCode0
Evidential Uncertainty Sets in Deep Classifiers Using Conformal PredictionCode0
Extending Conformal Prediction to Hidden Markov Models with Exact Validity via de Finetti's Theorem for Markov ChainsCode0
Fair Conformal Predictors for Applications in Medical ImagingCode0
Fairness Under Demographic Scarce RegimeCode0
Faithful Model Explanations through Energy-Constrained Conformal CounterfactualsCode0
Feature Fitted Online Conformal Prediction for Deep Time Series Forecasting ModelCode0
Few-Shot Calibration of Set Predictors via Meta-Learned Cross-Validation-Based Conformal PredictionCode0
Few-shot Conformal Prediction with Auxiliary TasksCode0
Fundus Image-based Visual Acuity Assessment with PAC-GuaranteesCode0
Guaranteed Dynamic Scheduling of Ultra-Reliable Low-Latency Traffic via Conformal PredictionCode0
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
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