Continuous Learning for Android Malware Detection
Authors: Yizheng Chen, Zhoujie Ding, David Wagner | Published: 2023-02-08 | Updated: 2023-06-14
Poisoning
SoK: A Systematic Evaluation of Backdoor Trigger Characteristics in Image Classification
Authors: Gorka Abad, Jing Xu, Stefanos Koffas, Behrad Tajalli, Stjepan Picek, Mauro Conti | Published: 2023-02-03 | Updated: 2023-04-21
Feature-Space Bayesian Adversarial Learning Improved Malware Detector Robustness
Authors: Bao Gia Doan, Shuiqiao Yang, Paul Montague, Olivier De Vel, Tamas Abraham, Seyit Camtepe, Salil S. Kanhere, Ehsan Abbasnejad, Damith C. Ranasinghe | Published: 2023-01-30
Gradient Shaping: Enhancing Backdoor Attack Against Reverse Engineering
Authors: Rui Zhu, Di Tang, Siyuan Tang, Guanhong Tao, Shiqing Ma, Xiaofeng Wang, Haixu Tang | Published: 2023-01-29 | Updated: 2024-03-02
Backdoor Attacks in Peer-to-Peer Federated Learning
Authors: Georgios Syros, Gokberk Yar, Simona Boboila, Cristina Nita-Rotaru, Alina Oprea | Published: 2023-01-23 | Updated: 2024-09-17
Towards Understanding How Self-training Tolerates Data Backdoor Poisoning
Authors: Soumyadeep Pal, Ren Wang, Yuguang Yao, Sijia Liu | Published: 2023-01-20
On the Vulnerability of Backdoor Defenses for Federated Learning
Authors: Pei Fang, Jinghui Chen | Published: 2023-01-19
Threats, Vulnerabilities, and Controls of Machine Learning Based Systems: A Survey and Taxonomy
Authors: Yusuke Kawamoto, Kazumasa Miyake, Koichi Konishi, Yutaka Oiwa | Published: 2023-01-18 | Updated: 2023-01-19
Reconstructing Individual Data Points in Federated Learning Hardened with Differential Privacy and Secure Aggregation
Authors: Franziska Boenisch, Adam Dziedzic, Roei Schuster, Ali Shahin Shamsabadi, Ilia Shumailov, Nicolas Papernot | Published: 2023-01-09 | Updated: 2023-04-12
Linear and non-linear machine learning attacks on physical unclonable functions
Authors: Michael Lachner | Published: 2023-01-06