2 papers
cs.IT2026
Bridging Differential Privacy and Random Triangles
Tianxi Ji
The classical analysis of the Gaussian mechanism in differential privacy reduces privacy loss for a pair of neighboring datasets to a scalar random variable. While this scalar char…
cs.CR2025
PROVGEN: A Privacy-Preserving Approach for Outcome Validation in Genomic Research
Yuzhou Jiang, Tianxi Ji, Erman Ayday
As genomic research has grown increasingly popular in recent years, dataset sharing has remained limited due to privacy concerns. This limitation hinders the reproducibility and va…