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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
Guaranteed Coverage Prediction Intervals with Gaussian Process Regression—0
Conformal Drug Property Prediction with Density Estimation under Covariate Shift—0
On the Temperature of Bayesian Graph Neural Networks for Conformal Prediction—0
Conformal Contextual Robust Optimization—0
Estimating Uncertainty in Multimodal Foundation Models using Public Internet DataCode0
Conformal Prediction for Deep Classifier via Label RankingCode2
Conformal Decision Theory: Safe Autonomous Decisions from Imperfect Predictions—0
Distribution-free risk assessment of regression-based machine learning algorithms—0
Conformal Predictions for Longitudinal Data—0
Non-Exchangeable Conformal Risk ControlCode1
Confidence Calibration for Systems with Cascaded Predictive Modules—0
Conformalized Multimodal Uncertainty Regression and Reasoning—0
Conformal Temporal Logic Planning using Large Language Models—0
Data-driven Reachability using Christoffel Functions and Conformal Prediction—0
Closing the Loop on Runtime Monitors with Fallback-Safe MPC—0
Conditional validity of heteroskedastic conformal regressionCode0
Reliability-based cleaning of noisy training labels with inductive conformal prediction in multi-modal biomedical data miningCode0
Adaptive conformal classification with noisy labelsCode0
RR-CP: Reliable-Region-Based Conformal Prediction for Trustworthy Medical Image Classification—0
CONFIDERAI: a novel CONFormal Interpretable-by-Design score function for Explainable and Reliable Artificial Intelligence—0
An Uncertainty-Aware Pseudo-Label Selection Framework using Regularized Conformal PredictionCode0
Group-Conditional Conformal Prediction via Quantile Regression Calibration for Crop and Weed Classification—0
Conformal Meta-learners for Predictive Inference of Individual Treatment Effects—0
Approximating Score-based Explanation Techniques Using Conformal Regression—0
How Safe Am I Given What I See? Calibrated Prediction of Safety Chances for Image-Controlled AutonomyCode0
Robust Uncertainty Quantification Using Conformalised Monte Carlo PredictionCode1
Tipping Point Forecasting in Non-Stationary Dynamics on Function Spaces—0
Conformance Testing for Stochastic Cyber-Physical Systems—0
Federated Inference with Reliable Uncertainty Quantification over Wireless Channels via Conformal Prediction—0
Conformal PID Control for Time Series PredictionCode1
Probabilistically robust conformal prediction—0
Conformal prediction for frequency-severity modelingCode0
Model-free generalized fiducial inference—0
Fairness Under Demographic Scarce RegimeCode0
Conformal Group Recommender System—0
Air Traffic Controller Workload Level Prediction using Conformalized Dynamical Graph LearningCode1
Selective Generation for Controllable Language ModelsCode1
Conformal prediction under ambiguous ground truthCode2
Prescriptive Process Monitoring Under Resource Constraints: A Reinforcement Learning ApproachCode0
Conformalization of Sparse Generalized Linear ModelsCode0
Uncertainty Quantification of the Virial Black Hole Mass with Conformal PredictionCode0
TRAQ: Trustworthy Retrieval Augmented Question Answering via Conformal PredictionCode0
Robots That Ask For Help: Uncertainty Alignment for Large Language Model Planners—0
Empirically Validating Conformal Prediction on Modern Vision Architectures Under Distribution Shift and Long-tailed Data—0
Bayesian Optimization with Formal Safety Guarantees via Online Conformal Prediction—0
UTOPIA: Universally Trainable Optimal Prediction Intervals Aggregation—0
CAMMARL: Conformal Action Modeling in Multi Agent Reinforcement LearningCode1
Conformal Language ModelingCode1
Class-Conditional Conformal Prediction with Many ClassesCode1
Ensembled Prediction Intervals for Causal Outcomes Under Hidden Confounding—0
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