Conformalized Interval Arithmetic with Symmetric Calibration

• Main Authors: Luo, Rui, Zhou, Zhixin
• Format: Journal Article
• Language: English
• Published: 20.08.2024
• Subjects: Computer Science - Learning; Statistics - Machine Learning

Uncertainty quantification is essential in decision-making, especially when joint distributions of random variables are involved. While conformal prediction provides distribution-free prediction sets with valid coverage guarantees, it traditionally focuses on single predictions. This paper introduce...