Daniel Bernau

Publication Activity (10 Years)

Years Active: 2017-2022
Publications (10 Years): 13

Top Topics

Differential Privacy

Generative Model

Top Venues

Proc. VLDB Endow.

Publications

Daniel Bernau, Jonas Robl, Florian Kerschbaum
Assessing Differentially Private Variational Autoencoders Under Membership Inference. DBSec (2022)
Daniel Bernau, Jonas Robl, Florian Kerschbaum
Assessing Differentially Private Variational Autoencoders under Membership Inference. CoRR (2022)
Daniel Bernau, Günther Eibl, Philip-William Grassal, Hannah Keller, Florian Kerschbaum
Quantifying identifiability to choose and audit epsilon in differentially private deep learning. Proc. VLDB Endow. 14 (13) (2021)
Daniel Bernau, Jonas Robl, Philip-William Grassal, Steffen Schneider, Florian Kerschbaum
Comparing Local and Central Differential Privacy Using Membership Inference Attacks. DBSec (2021)
Dominik Wunderlich, Daniel Bernau, Francesco Aldà, Javier Parra-Arnau, Thorsten Strufe
On the privacy-utility trade-off in differentially private hierarchical text classification. CoRR (2021)
Daniel Bernau, Günther Eibl, Philip-William Grassal, Hannah Keller, Florian Kerschbaum
Quantifying identifiability to choose and audit ε in differentially private deep learning. CoRR (2021)
Benjamin Hilprecht, Martin Härterich, Daniel Bernau
Reconstruction and Membership Inference Attacks against Generative Models. CoRR (2019)
Benjamin Hilprecht, Martin Härterich, Daniel Bernau
Monte Carlo and Reconstruction Membership Inference Attacks against Generative Models. Proc. Priv. Enhancing Technol. 2019 (4) (2019)
Daniel Bernau, Philip-William Grassal, Jonas Robl, Florian Kerschbaum
Assessing differentially private deep learning with Membership Inference. CoRR (2019)
Günther Eibl, Kaibin Bao, Philip-William Grassal, Daniel Bernau, Hartmut Schmeck
The Influence of Differential Privacy on Short Term Electric Load Forecasting. CoRR (2018)
Günther Eibl, Kaibin Bao, Philip-William Grassal, Daniel Bernau, Hartmut Schmeck
The influence of differential privacy on short term electric load forecasting. Energy Inform. 1 (S1) (2018)
Anselme Tueno, Florian Kerschbaum, Daniel Bernau, Sara Foresti
Selective access for supply chain management in the cloud. CNS (2017)
Jonas Böhler, Daniel Bernau, Florian Kerschbaum
Privacy-Preserving Outlier Detection for Data Streams. DBSec (2017)