A Hard-Label Black-Box Evasion Attack against ML-based Malicious Traffic Detection Systems
Authors: Zixuan Liu, Yi Zhao, Zhuotao Liu, Qi Li, Chuanpu Fu, Guangmeng Zhou, Ke Xu | Published: 2025-10-16
モデル抽出攻撃
Confidential LLM Inference: Performance and Cost Across CPU and GPU TEEs
Authors: Marcin Chrapek, Marcin Copik, Etienne Mettaz, Torsten Hoefler | Published: 2025-09-23
MER-Inspector: Assessing model extraction risks from an attack-agnostic perspective
Authors: Xinwei Zhang, Haibo Hu, Qingqing Ye, Li Bai, Huadi Zheng | Published: 2025-09-23
Time-Constrained Intelligent Adversaries for Automation Vulnerability Testing: A Multi-Robot Patrol Case Study
Authors: James C. Ward, Alex Bott, Connor York, Edmund R. Hunt | Published: 2025-09-15
When Secure Isn’t: Assessing the Security of Machine Learning Model Sharing
Authors: Gabriele Digregorio, Marco Di Gennaro, Stefano Zanero, Stefano Longari, Michele Carminati | Published: 2025-09-08
An Automated, Scalable Machine Learning Model Inversion Assessment Pipeline
Authors: Tyler Shumaker, Jessica Carpenter, David Saranchak, Nathaniel D. Bastian | Published: 2025-09-04
PromptCOS: Towards System Prompt Copyright Auditing for LLMs via Content-level Output Similarity
Authors: Yuchen Yang, Yiming Li, Hongwei Yao, Enhao Huang, Shuo Shao, Bingrun Yang, Zhibo Wang, Dacheng Tao, Zhan Qin | Published: 2025-09-03
Intellectual Property in Graph-Based Machine Learning as a Service: Attacks and Defenses
Authors: Lincan Li, Bolin Shen, Chenxi Zhao, Yuxiang Sun, Kaixiang Zhao, Shirui Pan, Yushun Dong | Published: 2025-08-27
A Systematic Survey of Model Extraction Attacks and Defenses: State-of-the-Art and Perspectives
Authors: Kaixiang Zhao, Lincan Li, Kaize Ding, Neil Zhenqiang Gong, Yue Zhao, Yushun Dong | Published: 2025-08-20 | Updated: 2025-08-27
From Legacy to Standard: LLM-Assisted Transformation of Cybersecurity Playbooks into CACAO Format
Authors: Mehdi Akbari Gurabi, Lasse Nitz, Radu-Mihai Castravet, Roman Matzutt, Avikarsha Mandal, Stefan Decker | Published: 2025-08-05