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16th AISec@CCS 2023: Copenhagen, Denmark
- Maura Pintor, Xinyun Chen, Florian Tramèr:
Proceedings of the 16th ACM Workshop on Artificial Intelligence and Security, AISec 2023, Copenhagen, Denmark, 30 November 2023. ACM 2023 - Amol Khanna
, Fred Lu
, Edward Raff
, Brian Testa
:
Differentially Private Logistic Regression with Sparse Solutions. 1-9 - Florian A. Hölzl
, Daniel Rueckert
, Georgios Kaissis
:
Equivariant Differentially Private Deep Learning: Why DP-SGD Needs Sparser Models. 11-22 - Tyler LeBlond
, Joseph Munoz
, Fred Lu
, Maya Fuchs
, Elliott Zaresky-Williams
, Edward Raff
, Brian Testa
:
Probing the Transition to Dataset-Level Privacy in ML Models Using an Output-Specific and Data-Resolved Privacy Profile. 23-33 - Tian Hui
, Farhad Farokhi
, Olga Ohrimenko
:
Information Leakage from Data Updates in Machine Learning Models. 35-41 - Tomás Chobola
, Dmitrii Usynin
, Georgios Kaissis
:
Membership Inference Attacks Against Semantic Segmentation Models. 43-53 - Reza Nasirigerdeh
, Daniel Rueckert
, Georgios Kaissis
:
Utility-preserving Federated Learning. 55-65 - Tobias Lorenz
, Marta Kwiatkowska
, Mario Fritz
:
Certifiers Make Neural Networks Vulnerable to Availability Attacks. 67-78 - Sahar Abdelnabi
, Kai Greshake
, Shailesh Mishra
, Christoph Endres
, Thorsten Holz
, Mario Fritz
:
Not What You've Signed Up For: Compromising Real-World LLM-Integrated Applications with Indirect Prompt Injection. 79-90 - Chris Hicks
, Vasilios Mavroudis
, Myles Foley
, Thomas Davies
, Kate Highnam
, Tim Watson
:
Canaries and Whistles: Resilient Drone Communication Networks with (or without) Deep Reinforcement Learning. 91-101 - Dudi Biton
, Aditi Misra
, Efrat Levy
, Jaidip Kotak
, Ron Bitton
, Roei Schuster
, Nicolas Papernot
, Yuval Elovici
, Ben Nassi
:
The Adversarial Implications of Variable-Time Inference. 103-114 - Rajesh Kumar
, Can Isik
, Chilukuri Krishna Mohan
:
Dictionary Attack on IMU-based Gait Authentication. 115-126 - Benoît Coqueret
, Mathieu Carbone
, Olivier Sentieys
, Gabriel Zaid
:
When Side-Channel Attacks Break the Black-Box Property of Embedded Artificial Intelligence. 127-138 - Md Asifur Rahman
, Sarra M. Alqahtani
:
Task-Agnostic Safety for Reinforcement Learning. 139-148 - Erik Imgrund
, Tom Ganz
, Martin Härterich
, Lukas Pirch
, Niklas Risse
, Konrad Rieck
:
Broken Promises: Measuring Confounding Effects in Learning-based Vulnerability Discovery. 149-160 - Luke E. Richards
, Edward Raff
, Cynthia Matuszek
:
Measuring Equality in Machine Learning Security Defenses: A Case Study in Speech Recognition. 161-171 - Daniel Gibert
, Giulio Zizzo
, Quan Le
:
Certified Robustness of Static Deep Learning-based Malware Detectors against Patch and Append Attacks. 173-184 - Robert J. Joyce
, Tirth Patel
, Charles Nicholas
, Edward Raff
:
AVScan2Vec: Feature Learning on Antivirus Scan Data for Production-Scale Malware Corpora. 185-196 - Theo Chow
, Zeliang Kan
, Lorenz Linhardt
, Lorenzo Cavallaro
, Daniel Arp
, Fabio Pierazzi
:
Drift Forensics of Malware Classifiers. 197-207 - Mario D'Onghia
, Federico Di Cesare
, Luigi Gallo
, Michele Carminati
, Mario Polino
, Stefano Zanero
:
Lookin' Out My Backdoor! Investigating Backdooring Attacks Against DL-driven Malware Detectors. 209-220 - Elizabeth Bates
, Vasilios Mavroudis
, Chris Hicks
:
Reward Shaping for Happier Autonomous Cyber Security Agents. 221-232 - Biagio Montaruli
, Luca Demetrio
, Maura Pintor
, Luca Compagna
, Davide Balzarotti
, Battista Biggio
:
Raze to the Ground: Query-Efficient Adversarial HTML Attacks on Machine-Learning Phishing Webpage Detectors. 233-244
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