MISLEADER: Defending against Model Extraction with Ensembles of Distilled Models
Authors: Xueqi Cheng, Minxing Zheng, Shixiang Zhu, Yushun Dong | Published: 2025-06-03
Model Extraction Attack
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
Cutting Through Privacy: A Hyperplane-Based Data Reconstruction Attack in Federated Learning
Authors: Francesco Diana, André Nusser, Chuan Xu, Giovanni Neglia | Published: 2025-05-15
THEMIS: Towards Practical Intellectual Property Protection for Post-Deployment On-Device Deep Learning Models
Authors: Yujin Huang, Zhi Zhang, Qingchuan Zhao, Xingliang Yuan, Chunyang Chen | Published: 2025-03-31
Model-Guardian: Protecting against Data-Free Model Stealing Using Gradient Representations and Deceptive Predictions
Authors: Yunfei Yang, Xiaojun Chen, Yuexin Xuan, Zhendong Zhao | Published: 2025-03-23
Cyber Defense Reinvented: Large Language Models as Threat Intelligence Copilots
Authors: Xiaoqun Liu, Jiacheng Liang, Qiben Yan, Jiyong Jang, Sicheng Mao, Muchao Ye, Jinyuan Jia, Zhaohan Xi | Published: 2025-02-28 | Updated: 2025-04-16
A hierarchical approach for assessing the vulnerability of tree-based classification models to membership inference attack
Authors: Richard J. Preen, Jim Smith | Published: 2025-02-13 | Updated: 2025-06-12
Neural Honeytrace: A Robust Plug-and-Play Watermarking Framework against Model Extraction Attacks
Authors: Yixiao Xu, Binxing Fang, Rui Wang, Yinghai Zhou, Shouling Ji, Yuan Liu, Mohan Li, Zhihong Tian | Published: 2025-01-16 | Updated: 2025-01-17
HoneypotNet: Backdoor Attacks Against Model Extraction
Authors: Yixu Wang, Tianle Gu, Yan Teng, Yingchun Wang, Xingjun Ma | Published: 2025-01-02
Hard-Label Cryptanalytic Extraction of Neural Network Models
Authors: Yi Chen, Xiaoyang Dong, Jian Guo, Yantian Shen, Anyu Wang, Xiaoyun Wang | Published: 2024-09-18