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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 301–350 of 704 papers

TitleStatusHype
Calibrated Predictive Lower Bounds on Time-to-Unsafe-Sampling in LLMs—0
Generalized Venn and Venn-Abers Calibration with Applications in Conformal Prediction—0
Coverage-Guaranteed Prediction Sets for Out-of-Distribution Data—0
Copula-based conformal prediction for Multi-Target Regression—0
Conformalized Multimodal Uncertainty Regression and Reasoning—0
Distribution-Free Finite-Sample Guarantees and Split Conformal Prediction—0
Distribution-Free Guarantees for Systems with Decision-Dependent Noise—0
Distribution-Free Matrix Prediction Under Arbitrary Missing Pattern—0
Distribution-free Conformal Prediction for Ordinal Classification—0
Distribution-free risk assessment of regression-based machine learning algorithms—0
Flow-based Conformal Prediction for Multi-dimensional Time Series—0
Distribution free uncertainty quantification in neuroscience-inspired deep operators—0
Distribution-Free Uncertainty Quantification in Mechanical Ventilation Treatment: A Conformal Deep Q-Learning Framework—0
Disturbance-Adaptive Data-Driven Predictive Control: Trading Comfort Violations for Savings in Building Climate Control—0
Disturbance-adaptive Model Predictive Control for Bounded Average Constraint Violations—0
Formal Verification and Control with Conformal Prediction—0
Domain Adaptive Skin Lesion Classification via Conformal Ensemble of Vision Transformers—0
Dual-Splitting Conformal Prediction for Multi-Step Time Series Forecasting—0
CONSIGN: Conformal Segmentation Informed by Spatial Groupings via Decomposition—0
Conformalised Conditional Normalising Flows for Joint Prediction Regions in time series—0
Conformalized Teleoperation: Confidently Mapping Human Inputs to High-Dimensional Robot Actions—0
Efficient Conformal Prediction under Data Heterogeneity—0
CONSeg: Voxelwise Glioma Conformal Segmentation—0
Efficient MAP Estimation of LLM Judgment Performance with Prior Transfer—0
Efficient Normalized Conformal Prediction and Uncertainty Quantification for Anti-Cancer Drug Sensitivity Prediction with Deep Regression Forests—0
Efficient Online Set-valued Classification with Bandit Feedback—0
Conformal k-NN Anomaly Detector for Univariate Data Streams—0
Empirically Validating Conformal Prediction on Modern Vision Architectures Under Distribution Shift and Long-tailed Data—0
Bridging conformal prediction and scenario optimization—0
End-to-end Conditional Robust Optimization—0
Conformal prediction of future insurance claims in the regression problem—0
From Conformal Predictions to Confidence Regions—0
Enhanced Route Planning with Calibrated Uncertainty Set—0
Conformal Loss-Controlling Prediction—0
Conformance Testing for Stochastic Cyber-Physical Systems—0
Enhancing the conformal predictability of context-aware recommendation systems by using Deep Autoencoders—0
Conformal Methods for Quantifying Uncertainty in Spatiotemporal Data: A Survey—0
Conformal Meta-learners for Predictive Inference of Individual Treatment Effects—0
Boost AI Power: Data Augmentation Strategies with unlabelled Data and Conformal Prediction, a Case in Alternative Herbal Medicine Discrimination with Electronic Nose—0
Enterprise Disk Drive Scrubbing Based on Mondrian Conformal Predictors—0
Entropy Reweighted Conformal Classification—0
Conformal Nucleus Sampling—0
Conformal Uncertainty Sets for Robust Optimization—0
Estimating Test Performance for AI Medical Devices under Distribution Shift with Conformal Prediction—0
Conformal Off-Policy Evaluation in Markov Decision Processes—0
A conformalized learning of a prediction set with applications to medical imaging classification—0
Conformal Uncertainty Indicator for Continual Test-Time Adaptation—0
Causal Responder Detection—0
Conformal Off-Policy Prediction for Multi-Agent Systems—0
Conformal Inductive Graph Neural Networks—0
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