3 papers
cs.DB2026
Enabling Personal Dataflow Sovereignty via Bolt-on Data Escrow
Zhiru Zhu, Raul Castro Fernandez
The digital economy is powered by a continuous and massive exchange of personal data. Individuals provide data to platforms in return for services, from social networking and searc…
cs.DB2026
Within-Dataset Disclosure Risk for Differential Privacy
Zhiru Zhu, Raul Castro Fernandez
Differential privacy (DP) enables private data analysis. In a typical DP deployment, controllers manage individuals' sensitive data and are responsible for answering analysts' quer…
cs.LG2025
Optimal Pricing for Data-Augmented AutoML Marketplaces
Minbiao Han, Jonathan Light, Steven Xia +3
Organizations often lack sufficient data to effectively train machine learning (ML) models, while others possess valuable data that remains underutilized. Data markets promise to u…