3 papers
cs.LG2026
Enhanced Multi-model Online Conformal Prediction
Erfan Hajihashemi, Yanning Shen
Conformal prediction is a framework for uncertainty quantification that constructs prediction sets for previously unseen data, guaranteeing coverage of the true label with a specif…
cs.LG2025
Multi-model Online Conformal Prediction with Graph-Structured Feedback
Erfan Hajihashemi, Yanning Shen
Online conformal prediction has demonstrated its capability to construct a prediction set for each incoming data point that covers the true label with a predetermined probability.…
cs.LG2024
Multi-model Ensemble Conformal Prediction in Dynamic Environments
Erfan Hajihashemi, Yanning Shen
Conformal prediction is an uncertainty quantification method that constructs a prediction set for a previously unseen datum, ensuring the true label is included with a predetermine…