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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 376–400 of 704 papers

TitleStatusHype
Monty Hall and Optimized Conformal Prediction to Improve Decision-Making with LLMs—0
Multi-Agent Reachability Calibration with Conformal Prediction—0
Multi-group Uncertainty Quantification for Long-form Text Generation—0
Multi-level conformal clustering: A distribution-free technique for clustering and anomaly detection—0
conformalClassification: A Conformal Prediction R Package for Classification—0
Conformal Contextual Robust Optimization—0
Multivariate Conformal Prediction using Optimal Transport—0
Conformal coronary calcification volume estimation with conditional coverage via histogram clustering—0
Conformal Counterfactual Inference under Hidden Confounding—0
Aerial Image Classification in Scarce and Unconstrained Environments via Conformal Prediction—0
A Fast, Reliable, and Secure Programming Language for LLM Agents with Code Actions—0
Conformal Decision Theory: Safe Autonomous Decisions from Imperfect Predictions—0
Neurosymbolic Conformal Classification—0
Nonparametric Quantile Regression: Non-Crossing Constraints and Conformal Prediction—0
Beyond Conformal Predictors: Adaptive Conformal Inference with Confidence Predictors—0
Onboard Out-of-Calibration Detection of Deep Learning Models using Conformal Prediction—0
On Temperature Scaling and Conformal Prediction of Deep Classifiers—0
One Sample is Enough to Make Conformal Prediction Robust—0
Conformal Drug Property Prediction with Density Estimation under Covariate Shift—0
Online Conformal Probabilistic Numerics via Adaptive Edge-Cloud Offloading—0
Online Multivalid Learning: Means, Moments, and Prediction Intervals—0
Online scalable Gaussian processes with conformal prediction for guaranteed coverage—0
Online Selective Conformal Prediction: Errors and Solutions—0
On the Construction of Distribution-Free Prediction Intervals for an Image Regression Problem in Semiconductor Manufacturing—0
Conformal forecasting for surgical instrument trajectory—0
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