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Buse Gül Atli
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Dawn: Dynamic adversarial watermarking of neural networks
S Szyller, BG Atli, S Marchal, N Asokan
Proceedings of the 29th ACM International Conference on Multimedia, 4417-4425, 2021
1522021
Anomaly-based intrusion detection using extreme learning machine and aggregation of network traffic statistics in probability space
BG Atli, Y Miche, A Kalliola, I Oliver, S Holtmanns, A Lendasse
Cognitive Computation 10 (5), 848-863, 2018
552018
Waffle: Watermarking in federated learning
BGA Tekgul, Y Xia, S Marchal, N Asokan
2021 40th International Symposium on Reliable Distributed Systems (SRDS …, 2021
54*2021
Extraction of complex dnn models: Real threat or boogeyman?
BG Atli, S Szyller, M Juuti, S Marchal, N Asokan
Engineering Dependable and Secure Machine Learning Systems: Third …, 2020
422020
Performance evaluation of a combined anomaly detection platform
M Monshizadeh, V Khatri, BG Atli, R Kantola, Z Yan
IEEE Access 7, 100964-100978, 2019
312019
Anomaly-based intrusion detection by modeling probability distributions of flow characteristics
B Atli
232017
Real-time adversarial perturbations against deep reinforcement learning policies: attacks and defenses
BGA Tekgul, S Wang, S Marchal, N Asokan
European Symposium on Research in Computer Security, 384-404, 2022
15*2022
On the effectiveness of dataset watermarking
BG Atli Tekgul, N Asokan
Proceedings of the 2022 ACM on International Workshop on Security and …, 2022
10*2022
Making targeted black-box evasion attacks effective and efficient
M Juuti, B Gul Atli, N Asokan
Proceedings of the 12th ACM Workshop on Artificial Intelligence and Security …, 2019
92019
Network intrusion detection using flow statistics
BG Atli, Y Miche, A Jung
2018 IEEE Statistical Signal Processing Workshop (SSP), 70-74, 2018
92018
Learning flow characteristics distributions with elm for distributed denial of service detection and mitigation
A Kalliola, Y Miche, I Oliver, S Holtmanns, B Atli, A Lendasse, KM Bjork, ...
Proceedings of ELM-2016, 129-143, 2018
82018
An intelligent defense and filtration platform for network traffic
M Monshizadeh, V Khatri, B Atli, R Kantola
International Conference on Wired/Wireless Internet Communication, 107-118, 2018
52018
Online feature ranking for intrusion detection systems
BG Atli, A Jung
arXiv preprint arXiv:1803.00530, 2018
42018
Human-guided data exploration using randomisation
K Puolamäki, E Oikarinen, B Atli, A Henelius
arXiv preprint arXiv:1805.07725, 2018
22018
FLARE: Fingerprinting Deep Reinforcement Learning Agents using Universal Adversarial Masks
BG A. Tekgul, N Asokan
Proceedings of the 39th Annual Computer Security Applications Conference …, 2023
2023
Securing Machine Learning: Streamlining Attacks and Defenses Under Realistic Adversary Models
BG Atli Tekgül
Aalto University, 2022
2022
An Intelligent Defense and Filtration Platform for Network Traffic
M Monshizadeh, V Khatri, B Atli, R Kantola
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Articles 1–17