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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 251–300 of 704 papers

TitleStatusHype
Uncertainty-Guided Enhancement on Driving Perception System via Foundation Models—0
Conformal Generative Modeling with Improved Sample Efficiency through Sequential Greedy Filtering—0
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 Prediction—0
Robust Deep Reinforcement Learning for Volt-VAR Optimization in Active Distribution System under Uncertainty—0
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 Predictors—0
Neurosymbolic Conformal Classification—0
A Data Envelopment Analysis Approach for Assessing Fairness in Resource Allocation: Application to Kidney Exchange Programs—0
Conformal Prediction for Manifold-based Source Localization with Gaussian Processes—0
Reliable Multi-View Learning with Conformal Prediction for Aortic Stenosis Classification in EchocardiographyCode0
Conformal Prediction in Dynamic Biological Systems—0
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 Layers—0
Formal Verification and Control with Conformal Prediction—0
PersonalizedUS: Interpretable Breast Cancer Risk Assessment with Local Coverage Uncertainty Quantification—0
Can Transformers Do Enumerative Geometry?Code0
RoCP-GNN: Robust Conformal Prediction for Graph Neural Networks in Node-Classification—0
Causally-Aware Spatio-Temporal Multi-Graph Convolution Network for Accurate and Reliable Traffic Prediction—0
Conformalized Interval Arithmetic with Symmetric CalibrationCode0
Uncertainty Quantification of Surrogate Models using Conformal PredictionCode1
Adaptive Uncertainty Quantification for Generative AI—0
Conformalized Answer Set Prediction for Knowledge Graph Embedding—0
A conformalized learning of a prediction set with applications to medical imaging classification—0
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 Generation—0
Entropy Reweighted Conformal Classification—0
Conformal Predictions under Markovian Data—0
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 Framework—0
Weighted Aggregation of Conformity Scores for Classification—0
Meta-Analysis with Untrusted Data—0
Conformal Inductive Graph Neural Networks—0
Robust Yet Efficient Conformal Prediction SetsCode0
Gaussian process interpolation with conformal prediction: methods and comparative analysis—0
Split Conformal Prediction under Data ContaminationCode0
TriQXNet: Forecasting Dst Index from Solar Wind Data Using an Interpretable Parallel Classical-Quantum Framework with Uncertainty Quantification—0
JANET: Joint Adaptive predictioN-region Estimation for Time-series—0
Trustworthy Classification through Rank-Based Conformal Prediction SetsCode0
Conformal Prediction for Causal Effects of Continuous TreatmentsCode0
Uncertainty-Aware Decarbonization for Datacenters—0
Probabilistic Conformal Prediction with Approximate Conditional Validity—0
Improve ROI with Causal Learning and Conformal Prediction—0
ConU: Conformal Uncertainty in Large Language Models with Correctness Coverage GuaranteesCode0
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