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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 451–500 of 704 papers

TitleStatusHype
Out-of-Distribution Detection Should Use Conformal Prediction (and Vice-versa?)—0
Selecting informative conformal prediction sets with false coverage rate control—0
COLEP: Certifiably Robust Learning-Reasoning Conformal Prediction via Probabilistic CircuitsCode0
PAGE: Domain-Incremental Adaptation with Past-Agnostic Generative Replay for Smart Healthcare—0
CAP: A General Algorithm for Online Selective Conformal Prediction with FCR Control—0
Safe Merging in Mixed Traffic with Confidence—0
End-to-end Conditional Robust Optimization—0
Confidence on the Focal: Conformal Prediction with Selection-Conditional CoverageCode0
API Is Enough: Conformal Prediction for Large Language Models Without Logit-Access—0
Distribution-Free Guarantees for Systems with Decision-Dependent Noise—0
Uncertainty Quantification in Anomaly Detection with Cross-Conformal p-ValuesCode0
Conformalized Selective Regression—0
Probabilistically Correct Language-based Multi-Robot Planning using Conformal Prediction—0
Conformalized-DeepONet: A Distribution-Free Framework for Uncertainty Quantification in Deep Operator Networks—0
Efficient Normalized Conformal Prediction and Uncertainty Quantification for Anti-Cancer Drug Sensitivity Prediction with Deep Regression Forests—0
Multi-View Conformal Learning for Heterogeneous Sensor FusionCode0
On the Impact of Uncertainty and Calibration on Likelihood-Ratio Membership Inference Attacks—0
Conformalized Credal Set PredictorsCode0
Language Models with Conformal Factuality Guarantees—0
Confidence-aware Fine-tuning of Sequential Recommendation Systems via Conformal Prediction—0
Conformalized Adaptive Forecasting of Heterogeneous TrajectoriesCode0
Conformal Predictive Programming for Chance Constrained Optimization—0
On Temperature Scaling and Conformal Prediction of Deep Classifiers—0
Discounted Adaptive Online Learning: Towards Better RegularizationCode0
Online conformal prediction with decaying step sizesCode0
Calibrated Uncertainty Quantification for Operator Learning via Conformal Prediction—0
Conformal Prediction Sets Improve Human Decision MakingCode0
Generalization and Informativeness of Conformal Prediction—0
Cross-Validation Conformal Risk Control—0
Toward Clinically Trustworthy Deep Learning: Applying Conformal Prediction to Intracranial Hemorrhage Detection—0
Evaluating the Utility of Conformal Prediction Sets for AI-Advised Image Labeling—0
Distribution-Free Conformal Joint Prediction Regions for Neural Marked Temporal Point ProcessesCode0
Towards Modeling Uncertainties of Self-explaining Neural Networks via Conformal Prediction—0
SymmPI: Predictive Inference for Data with Group SymmetriesCode0
Efficient Conformal Prediction under Data Heterogeneity—0
Beyond mirkwood: Enhancing SED Modeling with Conformal Predictions—0
Faithful Model Explanations through Energy-Constrained Conformal CounterfactualsCode0
Android Malware Detection with Unbiased Confidence Guarantees—0
Reliable Prediction Intervals with Regression Neural Networks—0
Verification of Neural Reachable Tubes via Scenario Optimization and Conformal Prediction—0
Conformalised data synthesisCode0
Well-calibrated Confidence Measures for Multi-label Text Classification with a Large Number of Labels—0
Multi-Modal Conformal Prediction Regions with Simple Structures by Optimizing Convex Shape TemplatesCode0
Empirical Validation of Conformal Prediction for Trustworthy Skin Lesions Classification—0
Uncertainty quantification in automated valuation models with spatially weighted conformal predictionCode0
Conformal Prediction in Multi-User Settings: An EvaluationCode0
PAC-Bayes Generalization Certificates for Learned Inductive Conformal Prediction—0
Signal Temporal Logic Control Synthesis among Uncontrollable Dynamic Agents with Conformal PredictionCode0
Learning-Based Approaches to Predictive Monitoring with Conformal Statistical Guarantees—0
On the Out-of-Distribution Coverage of Combining Split Conformal Prediction and Bayesian Deep Learning—0
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