Items where Author is "Conti, Mauro"
. defence evasion
Hajizadeh, Mehrdad, Golchin, Pegah, Nowroozi, Ehsan ORCID: https://orcid.org/0000-0002-5714-8378, Rigaki, Maria, Valeros, Veronica, Garcia, Sebastian, Conti, Mauro and Bauschert, Thomas
(2025)
DeepRed: a deep learning-powered command and control framework for multi-stage red teaming against ML-based network intrusion detection systems.
In: WOOT '25: Proceedings of the 19th USENIX WOOT Conference on Offensive Technologies. August 11–12, 2025.
USENIX The Advanced Computing Systems Association, Seattle, WA, USA, pp. 103-127.
ISBN 978-1939133502
adversarial attack
Stenhuis, Ruben, Liu, Dazhuang, Qiao, Yanqi, Conti, Mauro, Panaousis, Manos ORCID: https://orcid.org/0000-0001-7306-4062 and Liang, Kaitai
(2025)
MeetSafe: enhancing robustness against white-box adversarial examples.
Frontiers in Computer Science, 7:1631561.
ISSN 2624-9898 (Online)
(doi:10.3389/fcomp.2025.1631561)
adversarial example
Stenhuis, Ruben, Liu, Dazhuang, Qiao, Yanqi, Conti, Mauro, Panaousis, Manos ORCID: https://orcid.org/0000-0001-7306-4062 and Liang, Kaitai
(2025)
MeetSafe: enhancing robustness against white-box adversarial examples.
Frontiers in Computer Science, 7:1631561.
ISSN 2624-9898 (Online)
(doi:10.3389/fcomp.2025.1631561)
adversarial example transferability
Hajizadeh, Mehrdad, Golchin, Pegah, Nowroozi, Ehsan ORCID: https://orcid.org/0000-0002-5714-8378, Rigaki, Maria, Valeros, Veronica, Garcia, Sebastian, Conti, Mauro and Bauschert, Thomas
(2025)
DeepRed: a deep learning-powered command and control framework for multi-stage red teaming against ML-based network intrusion detection systems.
In: WOOT '25: Proceedings of the 19th USENIX WOOT Conference on Offensive Technologies. August 11–12, 2025.
USENIX The Advanced Computing Systems Association, Seattle, WA, USA, pp. 103-127.
ISBN 978-1939133502
Adversarial Machine Learning
Hajizadeh, Mehrdad, Golchin, Pegah, Nowroozi, Ehsan ORCID: https://orcid.org/0000-0002-5714-8378, Rigaki, Maria, Valeros, Veronica, Garcia, Sebastian, Conti, Mauro and Bauschert, Thomas
(2025)
DeepRed: a deep learning-powered command and control framework for multi-stage red teaming against ML-based network intrusion detection systems.
In: WOOT '25: Proceedings of the 19th USENIX WOOT Conference on Offensive Technologies. August 11–12, 2025.
USENIX The Advanced Computing Systems Association, Seattle, WA, USA, pp. 103-127.
ISBN 978-1939133502
Nowroozi, Ehsan ORCID: https://orcid.org/0000-0002-5714-8378, Mohammadreza, Mohammadi, Rahdari, Ahmad, Taheri, Rahim and Conti, Mauro
(2025)
A random deep feature selection approach to mitigate transferable adversarial attacks.
IEEE Transactions on Network and Service Management.
ISSN 1932-4537 (Online)
(doi:10.1109/TNSM.2025.3594253)
Nowroozi, Ehsan ORCID: https://orcid.org/0000-0002-5714-8378, Haider, Imran, Taheri, Rahim and Conti, Mauro
(2025)
Federated learning under attack: exposing vulnerabilities through data
poisoning attacks in computer networks.
IEEE Transactions on Network and Service Management.
ISSN 1932-4537 (Online)
(doi:10.1109/TNSM.2025.3525554)
Causative attacks
Nowroozi, Ehsan ORCID: https://orcid.org/0000-0002-5714-8378, Haider, Imran, Taheri, Rahim and Conti, Mauro
(2025)
Federated learning under attack: exposing vulnerabilities through data
poisoning attacks in computer networks.
IEEE Transactions on Network and Service Management.
ISSN 1932-4537 (Online)
(doi:10.1109/TNSM.2025.3525554)
Command and Control (C2)
Hajizadeh, Mehrdad, Golchin, Pegah, Nowroozi, Ehsan ORCID: https://orcid.org/0000-0002-5714-8378, Rigaki, Maria, Valeros, Veronica, Garcia, Sebastian, Conti, Mauro and Bauschert, Thomas
(2025)
DeepRed: a deep learning-powered command and control framework for multi-stage red teaming against ML-based network intrusion detection systems.
In: WOOT '25: Proceedings of the 19th USENIX WOOT Conference on Offensive Technologies. August 11–12, 2025.
USENIX The Advanced Computing Systems Association, Seattle, WA, USA, pp. 103-127.
ISBN 978-1939133502
convolutional neural network
Stenhuis, Ruben, Liu, Dazhuang, Qiao, Yanqi, Conti, Mauro, Panaousis, Manos ORCID: https://orcid.org/0000-0001-7306-4062 and Liang, Kaitai
(2025)
MeetSafe: enhancing robustness against white-box adversarial examples.
Frontiers in Computer Science, 7:1631561.
ISSN 2624-9898 (Online)
(doi:10.3389/fcomp.2025.1631561)
Corrupted training sets
Nowroozi, Ehsan ORCID: https://orcid.org/0000-0002-5714-8378, Haider, Imran, Taheri, Rahim and Conti, Mauro
(2025)
Federated learning under attack: exposing vulnerabilities through data
poisoning attacks in computer networks.
IEEE Transactions on Network and Service Management.
ISSN 1932-4537 (Online)
(doi:10.1109/TNSM.2025.3525554)
cyber offense simulation
Hajizadeh, Mehrdad, Golchin, Pegah, Nowroozi, Ehsan ORCID: https://orcid.org/0000-0002-5714-8378, Rigaki, Maria, Valeros, Veronica, Garcia, Sebastian, Conti, Mauro and Bauschert, Thomas
(2025)
DeepRed: a deep learning-powered command and control framework for multi-stage red teaming against ML-based network intrusion detection systems.
In: WOOT '25: Proceedings of the 19th USENIX WOOT Conference on Offensive Technologies. August 11–12, 2025.
USENIX The Advanced Computing Systems Association, Seattle, WA, USA, pp. 103-127.
ISBN 978-1939133502
cyber security
Nowroozi, Ehsan ORCID: https://orcid.org/0000-0002-5714-8378, Mohammadreza, Mohammadi, Rahdari, Ahmad, Taheri, Rahim and Conti, Mauro
(2025)
A random deep feature selection approach to mitigate transferable adversarial attacks.
IEEE Transactions on Network and Service Management.
ISSN 1932-4537 (Online)
(doi:10.1109/TNSM.2025.3594253)
Cybersecurity
Nowroozi, Ehsan ORCID: https://orcid.org/0000-0002-5714-8378, Haider, Imran, Taheri, Rahim and Conti, Mauro
(2025)
Federated learning under attack: exposing vulnerabilities through data
poisoning attacks in computer networks.
IEEE Transactions on Network and Service Management.
ISSN 1932-4537 (Online)
(doi:10.1109/TNSM.2025.3525554)
Data poisoning
Nowroozi, Ehsan ORCID: https://orcid.org/0000-0002-5714-8378, Haider, Imran, Taheri, Rahim and Conti, Mauro
(2025)
Federated learning under attack: exposing vulnerabilities through data
poisoning attacks in computer networks.
IEEE Transactions on Network and Service Management.
ISSN 1932-4537 (Online)
(doi:10.1109/TNSM.2025.3525554)
Federated learning
Nowroozi, Ehsan ORCID: https://orcid.org/0000-0002-5714-8378, Haider, Imran, Taheri, Rahim and Conti, Mauro
(2025)
Federated learning under attack: exposing vulnerabilities through data
poisoning attacks in computer networks.
IEEE Transactions on Network and Service Management.
ISSN 1932-4537 (Online)
(doi:10.1109/TNSM.2025.3525554)
flow-based network analysis
Hajizadeh, Mehrdad, Golchin, Pegah, Nowroozi, Ehsan ORCID: https://orcid.org/0000-0002-5714-8378, Rigaki, Maria, Valeros, Veronica, Garcia, Sebastian, Conti, Mauro and Bauschert, Thomas
(2025)
DeepRed: a deep learning-powered command and control framework for multi-stage red teaming against ML-based network intrusion detection systems.
In: WOOT '25: Proceedings of the 19th USENIX WOOT Conference on Offensive Technologies. August 11–12, 2025.
USENIX The Advanced Computing Systems Association, Seattle, WA, USA, pp. 103-127.
ISBN 978-1939133502
Gaussian Mixture Model
Stenhuis, Ruben, Liu, Dazhuang, Qiao, Yanqi, Conti, Mauro, Panaousis, Manos ORCID: https://orcid.org/0000-0001-7306-4062 and Liang, Kaitai
(2025)
MeetSafe: enhancing robustness against white-box adversarial examples.
Frontiers in Computer Science, 7:1631561.
ISSN 2624-9898 (Online)
(doi:10.3389/fcomp.2025.1631561)
Generative Adversarial Networks (GANs)
Hajizadeh, Mehrdad, Golchin, Pegah, Nowroozi, Ehsan ORCID: https://orcid.org/0000-0002-5714-8378, Rigaki, Maria, Valeros, Veronica, Garcia, Sebastian, Conti, Mauro and Bauschert, Thomas
(2025)
DeepRed: a deep learning-powered command and control framework for multi-stage red teaming against ML-based network intrusion detection systems.
In: WOOT '25: Proceedings of the 19th USENIX WOOT Conference on Offensive Technologies. August 11–12, 2025.
USENIX The Advanced Computing Systems Association, Seattle, WA, USA, pp. 103-127.
ISBN 978-1939133502
local reachability density
Stenhuis, Ruben, Liu, Dazhuang, Qiao, Yanqi, Conti, Mauro, Panaousis, Manos ORCID: https://orcid.org/0000-0001-7306-4062 and Liang, Kaitai
(2025)
MeetSafe: enhancing robustness against white-box adversarial examples.
Frontiers in Computer Science, 7:1631561.
ISSN 2624-9898 (Online)
(doi:10.3389/fcomp.2025.1631561)
machine learning
Nowroozi, Ehsan ORCID: https://orcid.org/0000-0002-5714-8378, Mohammadreza, Mohammadi, Rahdari, Ahmad, Taheri, Rahim and Conti, Mauro
(2025)
A random deep feature selection approach to mitigate transferable adversarial attacks.
IEEE Transactions on Network and Service Management.
ISSN 1932-4537 (Online)
(doi:10.1109/TNSM.2025.3594253)
Machine Learning robustness
Hajizadeh, Mehrdad, Golchin, Pegah, Nowroozi, Ehsan ORCID: https://orcid.org/0000-0002-5714-8378, Rigaki, Maria, Valeros, Veronica, Garcia, Sebastian, Conti, Mauro and Bauschert, Thomas
(2025)
DeepRed: a deep learning-powered command and control framework for multi-stage red teaming against ML-based network intrusion detection systems.
In: WOOT '25: Proceedings of the 19th USENIX WOOT Conference on Offensive Technologies. August 11–12, 2025.
USENIX The Advanced Computing Systems Association, Seattle, WA, USA, pp. 103-127.
ISBN 978-1939133502
MITRE ATT&CK and MITRE ATLAS
Hajizadeh, Mehrdad, Golchin, Pegah, Nowroozi, Ehsan ORCID: https://orcid.org/0000-0002-5714-8378, Rigaki, Maria, Valeros, Veronica, Garcia, Sebastian, Conti, Mauro and Bauschert, Thomas
(2025)
DeepRed: a deep learning-powered command and control framework for multi-stage red teaming against ML-based network intrusion detection systems.
In: WOOT '25: Proceedings of the 19th USENIX WOOT Conference on Offensive Technologies. August 11–12, 2025.
USENIX The Advanced Computing Systems Association, Seattle, WA, USA, pp. 103-127.
ISBN 978-1939133502
ML security evaluation
Hajizadeh, Mehrdad, Golchin, Pegah, Nowroozi, Ehsan ORCID: https://orcid.org/0000-0002-5714-8378, Rigaki, Maria, Valeros, Veronica, Garcia, Sebastian, Conti, Mauro and Bauschert, Thomas
(2025)
DeepRed: a deep learning-powered command and control framework for multi-stage red teaming against ML-based network intrusion detection systems.
In: WOOT '25: Proceedings of the 19th USENIX WOOT Conference on Offensive Technologies. August 11–12, 2025.
USENIX The Advanced Computing Systems Association, Seattle, WA, USA, pp. 103-127.
ISBN 978-1939133502
Network Intrusion Detection Systems (NIDS)
Hajizadeh, Mehrdad, Golchin, Pegah, Nowroozi, Ehsan ORCID: https://orcid.org/0000-0002-5714-8378, Rigaki, Maria, Valeros, Veronica, Garcia, Sebastian, Conti, Mauro and Bauschert, Thomas
(2025)
DeepRed: a deep learning-powered command and control framework for multi-stage red teaming against ML-based network intrusion detection systems.
In: WOOT '25: Proceedings of the 19th USENIX WOOT Conference on Offensive Technologies. August 11–12, 2025.
USENIX The Advanced Computing Systems Association, Seattle, WA, USA, pp. 103-127.
ISBN 978-1939133502
Packet-Level Traffic Manipulation
Hajizadeh, Mehrdad, Golchin, Pegah, Nowroozi, Ehsan ORCID: https://orcid.org/0000-0002-5714-8378, Rigaki, Maria, Valeros, Veronica, Garcia, Sebastian, Conti, Mauro and Bauschert, Thomas
(2025)
DeepRed: a deep learning-powered command and control framework for multi-stage red teaming against ML-based network intrusion detection systems.
In: WOOT '25: Proceedings of the 19th USENIX WOOT Conference on Offensive Technologies. August 11–12, 2025.
USENIX The Advanced Computing Systems Association, Seattle, WA, USA, pp. 103-127.
ISBN 978-1939133502
post-exploitation techniques
Hajizadeh, Mehrdad, Golchin, Pegah, Nowroozi, Ehsan ORCID: https://orcid.org/0000-0002-5714-8378, Rigaki, Maria, Valeros, Veronica, Garcia, Sebastian, Conti, Mauro and Bauschert, Thomas
(2025)
DeepRed: a deep learning-powered command and control framework for multi-stage red teaming against ML-based network intrusion detection systems.
In: WOOT '25: Proceedings of the 19th USENIX WOOT Conference on Offensive Technologies. August 11–12, 2025.
USENIX The Advanced Computing Systems Association, Seattle, WA, USA, pp. 103-127.
ISBN 978-1939133502
Red Teaming
Hajizadeh, Mehrdad, Golchin, Pegah, Nowroozi, Ehsan ORCID: https://orcid.org/0000-0002-5714-8378, Rigaki, Maria, Valeros, Veronica, Garcia, Sebastian, Conti, Mauro and Bauschert, Thomas
(2025)
DeepRed: a deep learning-powered command and control framework for multi-stage red teaming against ML-based network intrusion detection systems.
In: WOOT '25: Proceedings of the 19th USENIX WOOT Conference on Offensive Technologies. August 11–12, 2025.
USENIX The Advanced Computing Systems Association, Seattle, WA, USA, pp. 103-127.
ISBN 978-1939133502
Stealthy Network Communications
Hajizadeh, Mehrdad, Golchin, Pegah, Nowroozi, Ehsan ORCID: https://orcid.org/0000-0002-5714-8378, Rigaki, Maria, Valeros, Veronica, Garcia, Sebastian, Conti, Mauro and Bauschert, Thomas
(2025)
DeepRed: a deep learning-powered command and control framework for multi-stage red teaming against ML-based network intrusion detection systems.
In: WOOT '25: Proceedings of the 19th USENIX WOOT Conference on Offensive Technologies. August 11–12, 2025.
USENIX The Advanced Computing Systems Association, Seattle, WA, USA, pp. 103-127.
ISBN 978-1939133502
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