Giorgio Severi

According to our database, Giorgio Severi authored at least 12 papers between 2018 and 2024.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2024

Model-agnostic clean-label backdoor mitigation in cybersecurity environments.

Giorgio Severi, Simona Boboila, John T. Holodnak, Kendra Kratkiewicz, Rauf Izmailov, Alina Oprea

CoRR, 2024

Phantom: General Trigger Attacks on Retrieval Augmented Language Generation.

Harsh Chaudhari, Giorgio Severi, John Abascal, Matthew Jagielski, Christopher A. Choquette-Choo, Milad Nasr, Cristina Nita-Rotaru, Alina Oprea

CoRR, 2024

Privacy Side Channels in Machine Learning Systems.

Edoardo Debenedetti, Giorgio Severi, Milad Nasr, Christopher A. Choquette-Choo, Matthew Jagielski, Eric Wallace, Nicholas Carlini, Florian Tramèr

Proceedings of the 33rd USENIX Security Symposium, 2024

Chameleon: Increasing Label-Only Membership Leakage with Adaptive Poisoning.

Harsh Chaudhari, Giorgio Severi, Alina Oprea, Jonathan R. Ullman

Proceedings of the Twelfth International Conference on Learning Representations, 2024

2023

Ask and You Shall Receive (a Graph Drawing): Testing ChatGPT's Potential to Apply Graph Layout Algorithms.

Sara Di Bartolomeo, Giorgio Severi, Victor Schetinger, Cody Dunne

Proceedings of the 25th Eurographics Conference on Visualization, 2023

Poisoning Network Flow Classifiers.

Giorgio Severi, Simona Boboila, Alina Oprea, John T. Holodnak, Kendra Kratkiewicz, Jason Matterer

Proceedings of the Annual Computer Security Applications Conference, 2023

2022

Bad Citrus: Reducing Adversarial Costs with Model Distances.

Giorgio Severi, Will Pearce, Alina Oprea

Proceedings of the 21st IEEE International Conference on Machine Learning and Applications, 2022

Network-Level Adversaries in Federated Learning.

Giorgio Severi, Matthew Jagielski, Gökberk Yar, Yuxuan Wang, Alina Oprea, Cristina Nita-Rotaru

Proceedings of the 10th IEEE Conference on Communications and Network Security, 2022

2021

Explanation-Guided Backdoor Poisoning Attacks Against Malware Classifiers.

Giorgio Severi, Jim Meyer, Scott E. Coull, Alina Oprea

Proceedings of the 30th USENIX Security Symposium, 2021

Subpopulation Data Poisoning Attacks.

Matthew Jagielski, Giorgio Severi, Niklas Pousette Harger, Alina Oprea

Proceedings of the CCS '21: 2021 ACM SIGSAC Conference on Computer and Communications Security, Virtual Event, Republic of Korea, November 15, 2021

2020

Exploring Backdoor Poisoning Attacks Against Malware Classifiers.

Giorgio Severi, Jim Meyer, Scott E. Coull, Alina Oprea

CoRR, 2020

2018

Malrec: Compact Full-Trace Malware Recording for Retrospective Deep Analysis.

Giorgio Severi, Tim Leek, Brendan Dolan-Gavitt

Proceedings of the Detection of Intrusions and Malware, and Vulnerability Assessment, 2018