Giorgio Severi

Publication Activity (10 Years)

Years Active: 2018-2024
Publications (10 Years): 19

Top Topics

Detecting Malicious

Machine Learning Systems

Top Venues

USENIX Security Symposium

EuroVis (Short Papers)

Publications

Harsh Chaudhari, Giorgio Severi, John Abascal, Matthew Jagielski, Christopher A. Choquette-Choo, Milad Nasr, Cristina Nita-Rotaru, Alina Oprea
Phantom: General Trigger Attacks on Retrieval Augmented Language Generation. CoRR (2024)
Giorgio Severi, Simona Boboila, John T. Holodnak, Kendra Kratkiewicz, Rauf Izmailov, Alina Oprea
Model-agnostic clean-label backdoor mitigation in cybersecurity environments. CoRR (2024)
Harsh Chaudhari, Giorgio Severi, Alina Oprea, Jonathan R. Ullman
Chameleon: Increasing Label-Only Membership Leakage with Adaptive Poisoning. ICLR (2024)
Edoardo Debenedetti, Giorgio Severi, Milad Nasr, Christopher A. Choquette-Choo, Matthew Jagielski, Eric Wallace, Nicholas Carlini, Florian Tramèr
Privacy Side Channels in Machine Learning Systems. USENIX Security Symposium (2024)
Sara Di Bartolomeo, Giorgio Severi, Victor Schetinger, Cody Dunne
Ask and You Shall Receive (a Graph Drawing): Testing ChatGPT's Potential to Apply Graph Layout Algorithms. EuroVis (Short Papers) (2023)
Harsh Chaudhari, Giorgio Severi, Alina Oprea, Jonathan R. Ullman
Chameleon: Increasing Label-Only Membership Leakage with Adaptive Poisoning. CoRR (2023)
Giorgio Severi, Simona Boboila, Alina Oprea, John T. Holodnak, Kendra Kratkiewicz, Jason Matterer
Poisoning Network Flow Classifiers. ACSAC (2023)
Edoardo Debenedetti, Giorgio Severi, Nicholas Carlini, Christopher A. Choquette-Choo, Matthew Jagielski, Milad Nasr, Eric Wallace, Florian Tramèr
Privacy Side Channels in Machine Learning Systems. CoRR (2023)
Giorgio Severi, Simona Boboila, Alina Oprea, John T. Holodnak, Kendra Kratkiewicz, Jason Matterer
Poisoning Network Flow Classifiers. CoRR (2023)
Sara Di Bartolomeo, Giorgio Severi, Victor Schetinger, Cody Dunne
Ask and You Shall Receive (a Graph Drawing): Testing ChatGPT's Potential to Apply Graph Layout Algorithms. CoRR (2023)
Giorgio Severi, Will Pearce, Alina Oprea
Bad Citrus: Reducing Adversarial Costs with Model Distances. ICMLA (2022)
Giorgio Severi, Matthew Jagielski, Gökberk Yar, Yuxuan Wang, Alina Oprea, Cristina Nita-Rotaru
Network-Level Adversaries in Federated Learning. CNS (2022)
Giorgio Severi, Matthew Jagielski, Gökberk Yar, Yuxuan Wang, Alina Oprea, Cristina Nita-Rotaru
Network-Level Adversaries in Federated Learning. CoRR (2022)
Giorgio Severi, Will Pearce, Alina Oprea
Bad Citrus: Reducing Adversarial Costs with Model Distances. CoRR (2022)
Giorgio Severi, Jim Meyer, Scott E. Coull, Alina Oprea
Explanation-Guided Backdoor Poisoning Attacks Against Malware Classifiers. USENIX Security Symposium (2021)
Matthew Jagielski, Giorgio Severi, Niklas Pousette Harger, Alina Oprea
Subpopulation Data Poisoning Attacks. CCS (2021)
Matthew Jagielski, Giorgio Severi, Niklas Pousette Harger, Alina Oprea
Subpopulation Data Poisoning Attacks. CoRR (2020)
Giorgio Severi, Jim Meyer, Scott E. Coull, Alina Oprea
Exploring Backdoor Poisoning Attacks Against Malware Classifiers. CoRR (2020)
Giorgio Severi, Tim Leek, Brendan Dolan-Gavitt
Malrec: Compact Full-Trace Malware Recording for Retrospective Deep Analysis. DIMVA (2018)