An Automated, Scalable Machine Learning Model Inversion Assessment Pipeline
Authors: Tyler Shumaker, Jessica Carpenter, David Saranchak, Nathaniel D. Bastian | Published: 2025-09-04
Model Extraction Attack
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
Distilled Large Language Model in Confidential Computing Environment for System-on-Chip Design
Authors: Dong Ben, Hui Feng, Qian Wang | Published: 2025-07-22
BarkBeetle: Stealing Decision Tree Models with Fault Injection
Authors: Qifan Wang, Jonas Sander, Minmin Jiang, Thomas Eisenbarth, David Oswald | Published: 2025-07-09
Taming Data Challenges in ML-based Security Tasks: Lessons from Integrating Generative AI
Authors: Shravya Kanchi, Neal Mangaokar, Aravind Cheruvu, Sifat Muhammad Abdullah, Shirin Nilizadeh, Atul Prakash, Bimal Viswanath | Published: 2025-07-08
MISLEADER: Defending against Model Extraction with Ensembles of Distilled Models
Authors: Xueqi Cheng, Minxing Zheng, Shixiang Zhu, Yushun Dong | Published: 2025-06-03
TrojanStego: Your Language Model Can Secretly Be A Steganographic Privacy Leaking Agent
Authors: Dominik Meier, Jan Philip Wahle, Paul Röttger, Terry Ruas, Bela Gipp | Published: 2025-05-26