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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 651–700 of 704 papers

TitleStatusHype
Online conformal prediction with decaying step sizesCode0
On the Expected Size of Conformal Prediction SetsCode0
On the Role of Surrogates in Conformal Inference of Individual Causal EffectsCode0
Universal distribution of the empirical coverage in split conformal predictionCode0
On training locally adaptive CPCode0
Optimal Conformal Prediction under Epistemic UncertaintyCode0
Parametric Scaling Law of Tuning Bias in Conformal PredictionCode0
Predictive Inference With Fast Feature Conformal PredictionCode0
Prescriptive Process Monitoring Under Resource Constraints: A Reinforcement Learning ApproachCode0
Privacy-Preserving Conformal Prediction Under Local Differential PrivacyCode0
Provably Robust Conformal Prediction with Improved EfficiencyCode0
Quantum Conformal Prediction for Reliable Uncertainty Quantification in Quantum Machine LearningCode0
Regression Conformal Prediction under BiasCode0
Reliability-based cleaning of noisy training labels with inductive conformal prediction in multi-modal biomedical data miningCode0
Reliable Multi-View Learning with Conformal Prediction for Aortic Stenosis Classification in EchocardiographyCode0
Reliable uncertainty quantification for 2D/3D anatomical landmark localization using multi-output conformal predictionCode0
Response Quality Assessment for Retrieval-Augmented Generation via Conditional Conformal FactualityCode0
Robust Bayesian Optimization via Localized Online Conformal PredictionCode0
Robust Conformal Outlier Detection under Contaminated Reference DataCode0
Robust Conformal Prediction for STL Runtime Verification under Distribution ShiftCode0
Robust Conformal Prediction Using Privileged InformationCode0
Robust Conformal Volume Estimation in 3D Medical ImagesCode0
Robust Vision-Based Runway Detection through Conformal Prediction and Conformal mAPCode0
Robust Yet Efficient Conformal Prediction SetsCode0
Root-finding Approaches for Computing Conformal Prediction SetCode0
Safety-Critical Control with Offline-Online Neural Network InferenceCode0
Sepsyn-OLCP: An Online Learning-based Framework for Early Sepsis Prediction with Uncertainty Quantification using Conformal PredictionCode0
Signal Temporal Logic Control Synthesis among Uncontrollable Dynamic Agents with Conformal PredictionCode0
Similarity-Navigated Conformal Prediction for Graph Neural NetworksCode0
Sparse Activations as Conformal PredictorsCode0
Split Conformal Prediction under Data ContaminationCode0
Split Localized Conformal PredictionCode0
Stable Conformal Prediction SetsCode0
Stacked conformal predictionCode0
SymmPI: Predictive Inference for Data with Group SymmetriesCode0
Synthetic-Powered Predictive InferenceCode0
Target Strangeness: A Novel Conformal Prediction Difficulty EstimatorCode0
Task-Driven Uncertainty Quantification in Inverse Problems via Conformal PredictionCode0
Test-time Recalibration of Conformal Predictors Under Distribution Shift Based on Unlabeled ExamplesCode0
The Benefit of Being Bayesian in Online Conformal PredictionCode0
The Pitfalls and Promise of Conformal Inference Under Adversarial AttacksCode0
The Trilemma of Truth in Large Language ModelsCode0
Towards Human-AI Complementarity with Prediction SetsCode0
TRAQ: Trustworthy Retrieval Augmented Question Answering via Conformal PredictionCode0
Trustworthy Classification through Rank-Based Conformal Prediction SetsCode0
Tube Loss: A Novel Approach for Prediction Interval Estimation and probabilistic forecastingCode0
Uncertainty Estimation for Path Loss and Radio Metric ModelsCode0
Uncertainty Quantification in Anomaly Detection with Cross-Conformal p-ValuesCode0
Uncertainty quantification in automated valuation models with spatially weighted conformal predictionCode0
Uncertainty Quantification of the Virial Black Hole Mass with Conformal PredictionCode0
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