2025
Online Locally Differentially Private Conformal Prediction via Binary Inquiries
NeurIPS 2025poster
We propose an online conformal prediction framework under local differential privacy to address the emerging challenge of privacy-preserving uncertainty quantification in streaming data environments. Our method constructs dynamic, model-free prediction sets based on randomized binary inquiries, ensu…