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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

Showing 251300 of 704 papers

TitleStatusHype
Uncertainty-Guided Enhancement on Driving Perception System via Foundation Models0
Conformal Generative Modeling with Improved Sample Efficiency through Sequential Greedy Filtering0
What If We Had Used a Different App? Reliable Counterfactual KPI Analysis in Wireless SystemsCode0
End-to-End Conformal Calibration for Optimization Under UncertaintyCode1
Conformal Prediction for Dose-Response Models with Continuous TreatmentsCode0
Posterior Conformal Prediction0
Robust Deep Reinforcement Learning for Volt-VAR Optimization in Active Distribution System under Uncertainty0
Conformal Prediction: A Theoretical Note and Benchmarking Transductive Node Classification in GraphsCode0
Adjusting Regression Models for Conditional Uncertainty CalibrationCode0
Beyond Conformal Predictors: Adaptive Conformal Inference with Confidence Predictors0
Neurosymbolic Conformal Classification0
A Data Envelopment Analysis Approach for Assessing Fairness in Resource Allocation: Application to Kidney Exchange Programs0
Conformal Prediction for Manifold-based Source Localization with Gaussian Processes0
Reliable Multi-View Learning with Conformal Prediction for Aortic Stenosis Classification in EchocardiographyCode0
Conformal Prediction in Dynamic Biological Systems0
Spatial-Aware Conformal Prediction for Trustworthy Hyperspectral Image ClassificationCode1
Comprehensive Botnet Detection by Mitigating Adversarial Attacks, Navigating the Subtleties of Perturbation Distances and Fortifying Predictions with Conformal Layers0
Formal Verification and Control with Conformal Prediction0
PersonalizedUS: Interpretable Breast Cancer Risk Assessment with Local Coverage Uncertainty Quantification0
Can Transformers Do Enumerative Geometry?Code0
RoCP-GNN: Robust Conformal Prediction for Graph Neural Networks in Node-Classification0
Causally-Aware Spatio-Temporal Multi-Graph Convolution Network for Accurate and Reliable Traffic Prediction0
Conformalized Interval Arithmetic with Symmetric CalibrationCode0
Uncertainty Quantification of Surrogate Models using Conformal PredictionCode1
Adaptive Uncertainty Quantification for Generative AI0
Conformalized Answer Set Prediction for Knowledge Graph Embedding0
A conformalized learning of a prediction set with applications to medical imaging classification0
Safety-Critical Control with Offline-Online Neural Network InferenceCode0
Conformal Trajectory Prediction with Multi-View Data Integration in Cooperative DrivingCode1
Robust Conformal Volume Estimation in 3D Medical ImagesCode0
Multi-group Uncertainty Quantification for Long-form Text Generation0
Entropy Reweighted Conformal Classification0
Conformal Predictions under Markovian Data0
Conformal Thresholded Intervals for Efficient RegressionCode0
Conformal Performance Range Prediction for Segmentation Output Quality ControlCode0
Urban Traffic Forecasting with Integrated Travel Time and Data Availability in a Conformal Graph Neural Network Framework0
Weighted Aggregation of Conformity Scores for Classification0
Meta-Analysis with Untrusted Data0
Conformal Inductive Graph Neural Networks0
Robust Yet Efficient Conformal Prediction SetsCode0
Gaussian process interpolation with conformal prediction: methods and comparative analysis0
Split Conformal Prediction under Data ContaminationCode0
TriQXNet: Forecasting Dst Index from Solar Wind Data Using an Interpretable Parallel Classical-Quantum Framework with Uncertainty Quantification0
JANET: Joint Adaptive predictioN-region Estimation for Time-series0
Trustworthy Classification through Rank-Based Conformal Prediction SetsCode0
Conformal Prediction for Causal Effects of Continuous TreatmentsCode0
Uncertainty-Aware Decarbonization for Datacenters0
Probabilistic Conformal Prediction with Approximate Conditional Validity0
Improve ROI with Causal Learning and Conformal Prediction0
ConU: Conformal Uncertainty in Large Language Models with Correctness Coverage GuaranteesCode0
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