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Giorgio Severi
Giorgio Severi
Microsoft
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Explanation-Guided Backdoor Poisoning Attacks Against Malware Classifiers
G Severi, J Meyer, S Coull, A Oprea
USENIX Security Symposium, 2021
1992021
Subpopulation data poisoning attacks
M Jagielski, G Severi, N Pousette Harger, A Oprea
Proceedings of the 2021 ACM SIGSAC Conference on Computer and Communications …, 2021
1262021
Malrec: Compact Full-Trace Malware Recording for Retrospective Deep Analysis
G Severi, T Leek, B Dolan-Gavitt
International Conference on Detection of Intrusions and Malware, and …, 2018
542018
Privacy side channels in machine learning systems
E Debenedetti, G Severi, N Carlini, CA Choquette-Choo, M Jagielski, ...
33rd USENIX Security Symposium (USENIX Security 24), 6861-6848, 2024
302024
Network-level adversaries in federated learning
G Severi, M Jagielski, G Yar, Y Wang, A Oprea, C Nita-Rotaru
2022 IEEE Conference on Communications and Network Security (CNS), 19-27, 2022
182022
Phantom: General Trigger Attacks on Retrieval Augmented Language Generation
H Chaudhari, G Severi, J Abascal, M Jagielski, CA Choquette-Choo, ...
arXiv preprint arXiv:2405.20485, 2024
92024
Poisoning network flow classifiers
G Severi, S Boboila, A Oprea, J Holodnak, K Kratkiewicz, J Matterer
Proceedings of the 39th Annual Computer Security Applications Conference …, 2023
52023
Chameleon: Increasing Label-Only Membership Leakage with Adaptive Poisoning
H Chaudhari, G Severi, A Oprea, J Ullman
arXiv preprint arXiv:2310.03838, 2023
52023
Ask and You Shall Receive (a Graph Drawing): Testing ChatGPT's Potential to Apply Graph Layout Algorithms
S Di Bartolomeo, G Severi, V Schetinger, C Dunne
arXiv preprint arXiv:2303.08819, 2023
52023
System and method for heterogeneous transferred learning for enhanced cybersecurity threat detection
SE Coull, D Krisiloff, G Severi
US Patent App. 18/047,204, 2023
22023
Model-agnostic clean-label backdoor mitigation in cybersecurity environments
G Severi, S Boboila, J Holodnak, K Kratkiewicz, R Izmailov, MJ De Lucia, ...
arXiv preprint arXiv:2407.08159, 2024
12024
Bad citrus: Reducing adversarial costs with model distances
G Severi, W Pearce, A Oprea
2022 21st IEEE International Conference on Machine Learning and Applications …, 2022
12022
On the Robustness of Machine Learning Training in Security Sensitive Environments
G Severi
Northeastern University, 2024
2024
System and method for heterogeneous transferred learning for enhanced cybersecurity threat detection
SE Coull, D Krisiloff, G Severi
US Patent 11,475,128, 2022
2022
Organization (DSML)
B Fang, S Hong, H Alemzadeh, R Bobba, V Chandrasekaran, D Evans, ...
DSML 2023 Committee
L Yang, M Jagielski, H Alemzadeh, R Bobba, V Chandrasekaran, ...
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