Yifei Liu

Perturbation-Assisted Sample Synthesis: A Novel Approach for Uncertainty Quantification

2023 · arXiv (Cornell University)

This paper introduces a novel Perturbation-Assisted Inference (PAI) framework utilizing synthetic data generated by the Perturbation-Assisted Sample Synthesis (PASS) method. The framework focuses on uncertainty quantification in complex data scenarios, particularly involving unstructured data while …