2 papers
cs.CR2026
LAPRAS : Learning-Augmented PRivate Answering for linear query Streams
Pranay Mundra, Adam Sealfon, Ziteng Sun +1
Modern database workloads are highly predictable: query streams are dominated by recurring jobs and templates, even when their arrival order is not known in advance. This motivates…
cs.DS2025
Practical and Accurate Local Edge Differentially Private Graph Algorithms
Pranay Mundra, Charalampos Papamanthou, Julian Shun +1
The rise of massive networks across diverse domains necessitates sophisticated graph analytics, often involving sensitive data and raising privacy concerns. This paper addresses th…