How to Steer Your Adversary: Targeted and Efficient Model Stealing
Defenses with Gradient Redirection

How to Steer Your Adversary: Targeted and Efficient Model Stealing Defenses with Gradient Redirection

28 June 2022

David A. Forsyth

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Papers citing "How to Steer Your Adversary: Targeted and Efficient Model Stealing Defenses with Gradient Redirection"

14 / 14 papers shown

Title
Attackers Can Do Better: Over- and Understated Factors of Model Stealing Attacks Daryna Oliynyk Rudolf Mayer Andreas Rauber AAML 86 0 0 08 Mar 2025
Decoder Gradient Shield: Provable and High-Fidelity Prevention of Gradient-Based Box-Free Watermark Removal Haonan An Guang Hua Zhengru Fang Guowen Xu Susanto Rahardja Yuguang Fang AAML 139 0 0 28 Feb 2025
Examining the Threat Landscape: Foundation Models and Model Stealing Ankita Raj Deepankar Varma Chetan Arora AAML 293 1 0 25 Feb 2025
Neural Honeytrace: A Robust Plug-and-Play Watermarking Framework against Model Extraction Attacks Yixiao Xu Binxing Fang Rui Wang Yinghai Zhou S. Ji Yuan Liu Mohan Li AAML MIACV 150 0 0 16 Jan 2025
Fully Exploiting Every Real Sample: SuperPixel Sample Gradient Model Stealing Yunlong Zhao Xiaoheng Deng Yijing Liu Xin-jun Pei Jiazhi Xia Wei Chen AAML 48 3 0 18 May 2024
A2-DIDM: Privacy-preserving Accumulator-enabled Auditing for Distributed Identity of DNN Model Tianxiu Xie Keke Gai Jing Yu Liehuang Zhu Kim-Kwang Raymond Choo 75 0 0 07 May 2024
Binary Linear Tree Commitment-based Ownership Protection for Distributed Machine Learning Tianxiu Xie Keke Gai Jing Yu Liehuang Zhu FedML 43 0 0 11 Jan 2024
Efficient Defense Against Model Stealing Attacks on Convolutional Neural Networks Kacem Khaled Mouna Dhaouadi F. Magalhães Gabriela Nicolescu AAML 32 2 0 04 Sep 2023
Isolation and Induction: Training Robust Deep Neural Networks against Model Stealing Attacks Jun Guo Aishan Liu Xingyu Zheng Siyuan Liang Yisong Xiao Yichao Wu Xianglong Liu AAML 86 13 0 02 Aug 2023
FDINet: Protecting against DNN Model Extraction via Feature Distortion Index Hongwei Yao Zheng Li Haiqin Weng Feng Xue Kui Ren Zhan Qin 92 4 0 20 Jun 2023
ModelObfuscator: Obfuscating Model Information to Protect Deployed ML-based Systems Mingyi Zhou Xiang Gao Jing Wu John C. Grundy Xiao Chen Chunyang Chen Li Li AAML 109 13 0 01 Jun 2023
On the Robustness of Dataset Inference S. Szyller Rui Zhang Enchao Gong Nadarajah Asokan AAML 62 6 0 24 Oct 2022
I Know What You Trained Last Summer: A Survey on Stealing Machine Learning Models and Defences Daryna Oliynyk Rudolf Mayer Andreas Rauber 116 114 0 16 Jun 2022
Thieves on Sesame Street! Model Extraction of BERT-based APIs Kalpesh Krishna Gaurav Singh Tomar Ankur P. Parikh Nicolas Papernot Mohit Iyyer MIACV MLAU 156 201 0 27 Oct 2019