IEEE European Symposium on Security and Privacy

IEEE EuroS&P 2022 - Papers on Machine learning applications to security and privacy

Topics · Papers

Machine learning applications to security and privacy

aaeCAPTCHA: The Design and Implementation of Audio Adversarial CAPTCHA
Md Imran Hossen (University of Louisiana at Lafayette), Xiali Hei (University of Louisiana at Lafayette)
[Paper]
[Artifact]
Captcha me if you can: Imitation Games with Reinforcement Learning
Ilias Tsingenopoulos (imec-DistriNet, KU Leuven), Davy Preuveneers (imec-DistriNet, KU Leuven), Lieven Desmet (imec-DistriNet, KU Leuven), Wouter Joosen (imec-DistriNet, KU Leuven)
[Artifact]
DNN Model Architecture Fingerprinting Attack on CPU-GPU Edge Devices
Kartik Patwari (University of California, Davis), Syed Mahbub Hafiz (University of California, Davis), Han Wang (University of California, Davis), Houman Homayoun (University of California, Davis), Zubair Shafiq (University of California, Davis), Chen-Nee Chuah (University of California, Davis)
[Artifact]
ILLUMINATI: Towards Explaining Graph Neural Networks for Cybersecurity Analysis
Haoyu He (George Washington University), Yuede Ji (University of North Texas), H. Howie Huang (George Washington University)
[Artifact]
Investigating Graph Embedding Methods for Cross-Platform Binary Code Similarity Detection
Victor Cochard (Cyber-Defence Campus), Damian Pfammatter (Cyber-Defence Campus), Chi Thang Duong (EPFL), Mathias Humbert (Cyber-Defence Campus)
[Artifact]
Modelling Direct Messaging Networks with Multiple Recipients for Cyber Deception
Kristen Moore (CSIRO's Data61 / Cyber Security CRC), Cody Christopher (CSIRO's Data61 / Cyber Security CRC), David Liebowitz (Penten / UNSW Sydney), Nepal Surya (CSIRO's Data61 / Cyber Security CRC), Renee Selvey (CSIRO's Data61 / Cyber Security CRC)
[Paper]
[Artifact]
SIERRA: Ranking Anomalous Activities in Enterprise Networks
Jehyun Lee (Trustwave), Farren Tang (Trustwave), Phyo May Thet (Institute for Infocomm Research - A*STAR), Desmond Yeoh (Shopee), Mitch Rybczynski (Trustwave), Dinil Mon Divakaran (Trustwave)
[Paper]
SoK: The Impact of Unlabelled Data in Cyberthreat Detection
Giovanni Apruzzese (University of Liechtenstein), Pavel Laskov (University of Liechtenstein), Aliya Tastemirova (University of Liechtenstein)
[Artifact]
Transformer-based Extraction of Deep Image Models
Verena Battis (Fraunhofer Institute SIT | ATHENE), Alexander Penner (Fraunhofer Institute SIT | ATHENE)
[Artifact]
Unrolling SGD: Understanding Factors Influencing Machine Unlearning
Anvith Thudi (University of Toronto & Vector Institute), Gabriel Deza (University of Toronto & Vector Institute), Varun Chandrasekaran (University of Wisconsin), Nicolas Papernot (University of Toronto & Vector Institute)
[Paper]
[Artifact]