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
モデル抽出攻撃
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
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
CaBaGe: Data-Free Model Extraction using ClAss BAlanced Generator Ensemble
Authors: Jonathan Rosenthal, Shanchao Liang, Kevin Zhang, Lin Tan | Published: 2024-09-16
Model Reconstruction Using Counterfactual Explanations: A Perspective From Polytope Theory
Authors: Pasan Dissanayake, Sanghamitra Dutta | Published: 2024-05-08 | Updated: 2024-11-05
QuantumLeak: Stealing Quantum Neural Networks from Cloud-based NISQ Machines
Authors: Zhenxiao Fu, Min Yang, Cheng Chu, Yilun Xu, Gang Huang, Fan Chen | Published: 2024-03-16
Stealing Part of a Production Language Model
Authors: Nicholas Carlini, Daniel Paleka, Krishnamurthy Dj Dvijotham, Thomas Steinke, Jonathan Hayase, A. Feder Cooper, Katherine Lee, Matthew Jagielski, Milad Nasr, Arthur Conmy, Itay Yona, Eric Wallace, David Rolnick, Florian Tramèr | Published: 2024-03-11 | Updated: 2024-07-09