57 citations · 73 across the 7 of their papers we have counts for
7 papers
From See to Shield: ML-Assisted Fine-Grained Access Control for Visual Data
Mete Harun Akcay, Buse Gul Atli, Siddharth Prakash Rao +1
As the volume of stored data continues to grow, identifying and protecting sensitive information within large repositories becomes increasingly challenging, especially when shared…
WAFFLE: Watermarking in Federated Learning
Buse Gul Atli, Yuxi Xia, Samuel Marchal +1
Federated learning is a distributed learning technique where machine learning models are trained on client devices in which the local training data resides. The training is coordin…
Extraction of Complex DNN Models: Real Threat or Boogeyman?
Buse Gul Atli, Sebastian Szyller, Mika Juuti +2
Recently, machine learning (ML) has introduced advanced solutions to many domains. Since ML models provide business advantage to model owners, protecting intellectual property of M…
Making targeted black-box evasion attacks effective and efficient
Mika Juuti, Buse Gul Atli, N. Asokan
We investigate how an adversary can optimally use its query budget for targeted evasion attacks against deep neural networks in a black-box setting. We formalize the problem settin…
DAWN: Dynamic Adversarial Watermarking of Neural Networks
Sebastian Szyller, Buse Gul Atli, Samuel Marchal +1
Training machine learning (ML) models is expensive in terms of computational power, amounts of labeled data and human expertise. Thus, ML models constitute intellectual property (I…
Human-guided data exploration using randomisation
Kai Puolamäki, Emilia Oikarinen, Buse Atli +1
An explorative data analysis system should be aware of what the user already knows and what the user wants to know of the data: otherwise the system cannot provide the user with th…
Online Feature Ranking for Intrusion Detection Systems
Buse Gul Atli, Alexander Jung
Many current approaches to the design of intrusion detection systems apply feature selection in a static, non-adaptive fashion. These methods often neglect the dynamic nature of ne…