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
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
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
Gandalf the Red: Adaptive Security for LLMs
Authors: Niklas Pfister, Václav Volhejn, Manuel Knott, Santiago Arias, Julia Bazińska, Mykhailo Bichurin, Alan Commike, Janet Darling, Peter Dienes, Matthew Fiedler, David Haber, Matthias Kraft, Marco Lancini, Max Mathys, Damián Pascual-Ortiz, Jakub Podolak, Adrià Romero-López, Kyriacos Shiarlis, Andreas Signer, Zsolt Terek, Athanasios Theocharis, Daniel Timbrell, Samuel Trautwein, Samuel Watts, Yun-Han Wu, Mateo Rojas-Carulla | Published: 2025-01-14 | Updated: 2025-08-04
HoneypotNet: Backdoor Attacks Against Model Extraction
Authors: Yixu Wang, Tianle Gu, Yan Teng, Yingchun Wang, Xingjun Ma | Published: 2025-01-02
Confidential Prompting: Privacy-preserving LLM Inference on Cloud
Authors: Caihua Li, In Gim, Lin Zhong | Published: 2024-09-27 | Updated: 2025-08-25
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
“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
Model Reconstruction Using Counterfactual Explanations: A Perspective From Polytope Theory
Authors: Pasan Dissanayake, Sanghamitra Dutta | Published: 2024-05-08 | Updated: 2024-11-05