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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 301350 of 704 papers

TitleStatusHype
Calibrated Predictive Lower Bounds on Time-to-Unsafe-Sampling in LLMs0
Generalized Venn and Venn-Abers Calibration with Applications in Conformal Prediction0
Coverage-Guaranteed Prediction Sets for Out-of-Distribution Data0
Copula-based conformal prediction for Multi-Target Regression0
Conformalized Multimodal Uncertainty Regression and Reasoning0
Distribution-Free Finite-Sample Guarantees and Split Conformal Prediction0
Distribution-Free Guarantees for Systems with Decision-Dependent Noise0
Distribution-Free Matrix Prediction Under Arbitrary Missing Pattern0
Distribution-free Conformal Prediction for Ordinal Classification0
Distribution-free risk assessment of regression-based machine learning algorithms0
Flow-based Conformal Prediction for Multi-dimensional Time Series0
Distribution free uncertainty quantification in neuroscience-inspired deep operators0
Distribution-Free Uncertainty Quantification in Mechanical Ventilation Treatment: A Conformal Deep Q-Learning Framework0
Disturbance-Adaptive Data-Driven Predictive Control: Trading Comfort Violations for Savings in Building Climate Control0
Disturbance-adaptive Model Predictive Control for Bounded Average Constraint Violations0
Formal Verification and Control with Conformal Prediction0
Domain Adaptive Skin Lesion Classification via Conformal Ensemble of Vision Transformers0
Dual-Splitting Conformal Prediction for Multi-Step Time Series Forecasting0
CONSIGN: Conformal Segmentation Informed by Spatial Groupings via Decomposition0
Conformalised Conditional Normalising Flows for Joint Prediction Regions in time series0
Conformalized Teleoperation: Confidently Mapping Human Inputs to High-Dimensional Robot Actions0
Efficient Conformal Prediction under Data Heterogeneity0
CONSeg: Voxelwise Glioma Conformal Segmentation0
Efficient MAP Estimation of LLM Judgment Performance with Prior Transfer0
Efficient Normalized Conformal Prediction and Uncertainty Quantification for Anti-Cancer Drug Sensitivity Prediction with Deep Regression Forests0
Efficient Online Set-valued Classification with Bandit Feedback0
Conformal k-NN Anomaly Detector for Univariate Data Streams0
Empirically Validating Conformal Prediction on Modern Vision Architectures Under Distribution Shift and Long-tailed Data0
Bridging conformal prediction and scenario optimization0
End-to-end Conditional Robust Optimization0
Conformal prediction of future insurance claims in the regression problem0
From Conformal Predictions to Confidence Regions0
Enhanced Route Planning with Calibrated Uncertainty Set0
Conformal Loss-Controlling Prediction0
Conformance Testing for Stochastic Cyber-Physical Systems0
Enhancing the conformal predictability of context-aware recommendation systems by using Deep Autoencoders0
Conformal Methods for Quantifying Uncertainty in Spatiotemporal Data: A Survey0
Conformal Meta-learners for Predictive Inference of Individual Treatment Effects0
Boost AI Power: Data Augmentation Strategies with unlabelled Data and Conformal Prediction, a Case in Alternative Herbal Medicine Discrimination with Electronic Nose0
Enterprise Disk Drive Scrubbing Based on Mondrian Conformal Predictors0
Entropy Reweighted Conformal Classification0
Conformal Nucleus Sampling0
Conformal Uncertainty Sets for Robust Optimization0
Estimating Test Performance for AI Medical Devices under Distribution Shift with Conformal Prediction0
Conformal Off-Policy Evaluation in Markov Decision Processes0
A conformalized learning of a prediction set with applications to medical imaging classification0
Conformal Uncertainty Indicator for Continual Test-Time Adaptation0
Causal Responder Detection0
Conformal Off-Policy Prediction for Multi-Agent Systems0
Conformal Inductive Graph Neural Networks0
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