Provable Robustness of (Graph) Neural Networks Against Data Poisoning and Backdoor Attacks
Authors: Lukas Gosch, Mahalakshmi Sabanayagam, Debarghya Ghoshdastidar, Stephan Günnemann | Published: 2024-07-15 | Updated: 2024-10-14
Systematic Categorization, Construction and Evaluation of New Attacks against Multi-modal Mobile GUI Agents
Authors: Yulong Yang, Xinshan Yang, Shuaidong Li, Chenhao Lin, Zhengyu Zhao, Chao Shen, Tianwei Zhang | Published: 2024-07-12 | Updated: 2025-03-16
TPIA: Towards Target-specific Prompt Injection Attack against Code-oriented Large Language Models
Authors: Yuchen Yang, Hongwei Yao, Bingrun Yang, Yiling He, Yiming Li, Tianwei Zhang, Zhan Qin, Kui Ren, Chun Chen | Published: 2024-07-12 | Updated: 2025-01-16
Refusing Safe Prompts for Multi-modal Large Language Models
Authors: Zedian Shao, Hongbin Liu, Yuepeng Hu, Neil Zhenqiang Gong | Published: 2024-07-12 | Updated: 2024-09-05
How to beat a Bayesian adversary
Authors: Zihan Ding, Kexin Jin, Jonas Latz, Chenguang Liu | Published: 2024-07-11
Model-agnostic clean-label backdoor mitigation in cybersecurity environments
Authors: Giorgio Severi, Simona Boboila, John Holodnak, Kendra Kratkiewicz, Rauf Izmailov, Michael J. De Lucia, Alina Oprea | Published: 2024-07-11 | Updated: 2025-05-05
Explainable Differential Privacy-Hyperdimensional Computing for Balancing Privacy and Transparency in Additive Manufacturing Monitoring
Authors: Fardin Jalil Piran, Prathyush P. Poduval, Hamza Errahmouni Barkam, Mohsen Imani, Farhad Imani | Published: 2024-07-09 | Updated: 2025-03-17
Approximating Two-Layer ReLU Networks for Hidden State Analysis in Differential Privacy
Authors: Antti Koskela | Published: 2024-07-05 | Updated: 2024-10-11
A Geometric Framework for Adversarial Vulnerability in Machine Learning
Authors: Brian Bell | Published: 2024-07-03
MALT Powers Up Adversarial Attacks
Authors: Odelia Melamed, Gilad Yehudai, Adi Shamir | Published: 2024-07-02