Fundamental Limitations of Favorable Privacy–Utility Guarantees for DP-SGD
Published in (Accepted) ACM Conference on Computer and Communications Security (CCS 2026), 2026
Accepted at ACM CCS 2026. This work establishes fundamental limitations of favorable privacy–utility guarantees for DP-SGD, providing theoretical analysis of the inherent trade-offs in differentially private stochastic gradient descent.
@article{ertan2026fundamental,
author = {Murat Bilgehan Ertan and Marten van Dijk},
title = {Fundamental Limitations of Favorable Privacy-Utility Guarantees for DP-SGD},
journal = {CoRR},
volume = {abs/2601.10237},
year = {2026},
url = {https://doi.org/10.48550/arXiv.2601.10237},
doi = {10.48550/ARXIV.2601.10237},
eprinttype = {arXiv},
eprint = {2601.10237}
}