モデル抽出攻撃

From Counterfactuals to Trees: Competitive Analysis of Model Extraction Attacks

Authors: Awa Khouna, Julien Ferry, Thibaut Vidal | Published: 2025-02-07 | Updated: 2025-07-08
モデル抽出攻撃
モデル抽出攻撃の検知
再構成アルゴリズム

Towards Robust Stability Prediction in Smart Grids: GAN-based Approach under Data Constraints and Adversarial Challenges

Authors: Emad Efatinasab, Alessandro Brighente, Denis Donadel, Mauro Conti, Mirco Rampazzo | Published: 2025-01-27 | Updated: 2025-06-24
エネルギー管理
モデル抽出攻撃
敵対的学習

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
ウォーターマーキング
モデル抽出攻撃
攻撃の評価

HoneypotNet: Backdoor Attacks Against Model Extraction

Authors: Yixu Wang, Tianle Gu, Yan Teng, Yingchun Wang, Xingjun Ma | Published: 2025-01-02
バックドア攻撃
モデル抽出攻撃

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
モデル抽出攻撃
攻撃手法
計算複雑性

CaBaGe: Data-Free Model Extraction using ClAss BAlanced Generator Ensemble

Authors: Jonathan Rosenthal, Shanchao Liang, Kevin Zhang, Lin Tan | Published: 2024-09-16
データセット生成
トレーニングデータ抽出手法
モデル抽出攻撃

“Yes, My LoRD.” Guiding Language Model Extraction with Locality Reinforced Distillation

Authors: Zi Liang, Qingqing Ye, Yanyun Wang, Sen Zhang, Yaxin Xiao, Ronghua Li, Jianliang Xu, Haibo Hu | Published: 2024-09-04 | Updated: 2025-05-19
LLMセキュリティ
モデル抽出攻撃
透かし技術

Model Reconstruction Using Counterfactual Explanations: A Perspective From Polytope Theory

Authors: Pasan Dissanayake, Sanghamitra Dutta | Published: 2024-05-08 | Updated: 2024-11-05
モデル性能評価
モデル抽出攻撃
透かし評価

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
ウォーターマーキング
モデル抽出攻撃
量子フレームワーク

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
プロンプトリーキング
モデルの堅牢性
モデル抽出攻撃