55 citations · 220 across the 35 of their papers we have counts for
4 papers · 1 filter
Deep Neural Network Fingerprinting by Conferrable Adversarial Examples
Nils Lukas, Yuxuan Zhang, Florian Kerschbaum
In Machine Learning as a Service, a provider trains a deep neural network and gives many users access. The hosted (source) model is susceptible to model stealing attacks, where an…
RIGA: Covert and Robust White-Box Watermarking of Deep Neural Networks
Tianhao Wang, Florian Kerschbaum
Watermarking of deep neural networks (DNN) can enable their tracing once released by a data owner. In this paper, we generalize white-box watermarking algorithms for DNNs, where th…
Non-Interactive Private Decision Tree Evaluation
Anselme Tueno, Yordan Boev, Florian Kerschbaum
Decision trees are a powerful prediction model with many applications in statistics, data mining, and machine learning. In some settings, the model and the data to be classified ma…
Secure Computation of the kth-Ranked Element in a Star Network
Anselme Tueno, Florian Kerschbaum, Stefan Katzenbeisser +2
We consider the problem of securely computing the kth-ranked element in a sequence of n private integers distributed among n parties. The kth-ranked element (e.g., minimum, maximum…