Author

Rob Romijnders

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#machine learning Apr 2024

DNA: Differentially private Neural Augmentation for contact tracing

In a simulator for COVID19, even at epsilon=1 per message, this work can significantly improve the detection of potentially infected individuals and, as a result of targeted testing, reduce infection rates.

Rob Romijnders, Christos Louizos, Yuki M. Asano et al. · arXiv.org · 0 citations

Conference Open access Jul 2026

NoEsis: A Modular LLM with Differential Privacy and Knowledge Transfer

NoEsis integrates differential privacy with a hybrid architecture that combines domain-specific adapters, acting as experts, and common prompt tokens, acting as a knowledge-sharing backbone, and empirically show protection against Membership Inference Attacks.

Rob Romijnders, Stefanos Laskaridis, A. Shamsabadi et al. · Proceedings of IASEAI Confer... · 0 citations