Defending against Model Stealing via Verifying Embedded External Features

7 December 2021

Papers citing "Defending against Model Stealing via Verifying Embedded External Features"

42 / 42 papers shown

Title
Model-Guardian: Protecting against Data-Free Model Stealing Using Gradient Representations and Deceptive Predictions Yunfei Yang Xiaojun Chen Yuexin Xuan Zhendong Zhao AAML 65 0 0 23 Mar 2025
FIT-Print: Towards False-claim-resistant Model Ownership Verification via Targeted Fingerprint Shuo Shao Haozhe Zhu Hongwei Yao Yiming Li Tianwei Zhang Zengchang Qin Kui Ren 152 0 0 28 Jan 2025
HuRef: HUman-REadable Fingerprint for Large Language Models Boyi Zeng Cheng Zhou Yuncong Hu Yi Xu Chenghu Zhou Xiang Wang Yu Yu Zhouhan Lin 52 9 0 08 Jan 2025
Sample Correlation for Fingerprinting Deep Face Recognition Jiyang Guan Jian Liang Yanbo Wang Ran He AAML 31 0 0 31 Dec 2024
Bounding-box Watermarking: Defense against Model Extraction Attacks on Object Detectors Satoru Koda I. Morikawa AAML 67 0 0 20 Nov 2024
SoK: On the Role and Future of AIGC Watermarking in the Era of Gen-AI Kui Ren Ziqi Yang Li Lu Jian Liu Yiming Li Jie Wan Xiaodi Zhao Xianheng Feng Shuo Shao 98 2 0 18 Nov 2024
DeepCore: Simple Fingerprint Construction for Differentiating Homologous and Piracy Models Haifeng Sun Lan Zhang Xiang-Yang Li 54 0 0 01 Nov 2024
On the Weaknesses of Backdoor-based Model Watermarking: An Information-theoretic Perspective Aoting Hu Yanzhi Chen Renjie Xie Adrian Weller 38 0 0 10 Sep 2024
Neural Lineage Runpeng Yu Xinchao Wang 26 4 0 17 Jun 2024
Fully Exploiting Every Real Sample: SuperPixel Sample Gradient Model Stealing Yunlong Zhao Xiaoheng Deng Yijing Liu Xin-jun Pei Jiazhi Xia Wei Chen AAML 37 3 0 18 May 2024
IBD-PSC: Input-level Backdoor Detection via Parameter-oriented Scaling Consistency Linshan Hou Ruili Feng Zhongyun Hua Wei Luo Leo Yu Zhang Yiming Li AAML 43 19 0 16 May 2024
Explanation as a Watermark: Towards Harmless and Multi-bit Model Ownership Verification via Watermarking Feature Attribution Shuo Shao Yiming Li Hongwei Yao Yiling He Zhan Qin Kui Ren 32 14 0 08 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 27 0 0 07 May 2024
ModelShield: Adaptive and Robust Watermark against Model Extraction Attack Kaiyi Pang Tao Qi Chuhan Wu Minhao Bai Minghu Jiang Yongfeng Huang AAML WaLM 70 2 0 03 May 2024
Lazy Layers to Make Fine-Tuned Diffusion Models More Traceable Haozhe Liu Wentian Zhang Bing Li Bernard Ghanem Jürgen Schmidhuber DiffM WIGM AAML 33 1 0 01 May 2024
Ungeneralizable Examples Jing Ye Xinchao Wang 38 4 0 22 Apr 2024
Not Just Change the Labels, Learn the Features: Watermarking Deep Neural Networks with Multi-View Data Yuxuan Li S. K. Maharana Yunhui Guo AAML 40 0 0 15 Mar 2024
DeepEclipse: How to Break White-Box DNN-Watermarking Schemes Alessandro Pegoraro Carlotta Segna Kavita Kumari Ahmad-Reza Sadeghi AAML 34 0 0 06 Mar 2024
MEA-Defender: A Robust Watermark against Model Extraction Attack Peizhuo Lv Hualong Ma Kai Chen Jiachen Zhou Shengzhi Zhang Ruigang Liang Shenchen Zhu Pan Li Yingjun Zhang MIACV AAML 28 7 0 26 Jan 2024
Binary Linear Tree Commitment-based Ownership Protection for Distributed Machine Learning Tianxiu Xie Keke Gai Jing Yu Liehuang Zhu FedML 21 0 0 11 Jan 2024
Does Few-shot Learning Suffer from Backdoor Attacks? Xinwei Liu Xiaojun Jia Jindong Gu Yuan Xun Siyuan Liang Xiaochun Cao 83 18 0 31 Dec 2023
Towards Sample-specific Backdoor Attack with Clean Labels via Attribute Trigger Yiming Li Mingyan Zhu Junfeng Guo Tao Wei Shu-Tao Xia Zhan Qin AAML 66 1 0 03 Dec 2023
Wide Flat Minimum Watermarking for Robust Ownership Verification of GANs Jianwei Fei Zhihua Xia B. Tondi Mauro Barni AAML 17 4 0 25 Oct 2023
Towards Robust Model Watermark via Reducing Parametric Vulnerability Guanhao Gan Yiming Li Dongxian Wu Shu-Tao Xia AAML 21 12 0 09 Sep 2023
PromptCARE: Prompt Copyright Protection by Watermark Injection and Verification Hongwei Yao Jian Lou Kui Ren Zhan Qin AAML VLM 34 25 0 05 Aug 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 32 12 0 02 Aug 2023
Fake the Real: Backdoor Attack on Deep Speech Classification via Voice Conversion Zhe Ye Terui Mao Li Dong Diqun Yan AAML 22 7 0 28 Jun 2023
FDINet: Protecting against DNN Model Extraction via Feature Distortion Index Hongwei Yao Zheng Li Haiqin Weng Feng Xue Kui Ren Zhan Qin 18 4 0 20 Jun 2023
A Survey on ChatGPT: AI-Generated Contents, Challenges, and Solutions Yuntao Wang Yanghe Pan Miao Yan Zhou Su Tom H. Luan 22 146 0 25 May 2023
Personalization as a Shortcut for Few-Shot Backdoor Attack against Text-to-Image Diffusion Models Yihao Huang Felix Juefei Xu Qing-Wu Guo Jie M. Zhang Yutong Wu Ming Hu Tianlin Li Geguang Pu Yang Liu DiffM 11 32 0 18 May 2023
GrOVe: Ownership Verification of Graph Neural Networks using Embeddings Asim Waheed Vasisht Duddu Nadarajah Asokan 35 9 0 17 Apr 2023
Are You Stealing My Model? Sample Correlation for Fingerprinting Deep Neural Networks Jiyang Guan Jian Liang Ran He AAML MLAU 42 29 0 21 Oct 2022
Free Fine-tuning: A Plug-and-Play Watermarking Scheme for Deep Neural Networks Run Wang Jixing Ren Boheng Li Tianyi She Wenhui Zhang Liming Fang Jing Chen Chao Shen Lina Wang WIGM 32 16 0 14 Oct 2022
Untargeted Backdoor Watermark: Towards Harmless and Stealthy Dataset Copyright Protection Yiming Li Yang Bai Yong Jiang Yong-Liang Yang Shutao Xia Bo Li AAML 47 97 0 27 Sep 2022
Black-box Dataset Ownership Verification via Backdoor Watermarking Yiming Li Mingyan Zhu Xue Yang Yong Jiang Tao Wei Shutao Xia AAML 29 74 0 04 Aug 2022
MOVE: Effective and Harmless Ownership Verification via Embedded External Features Yiming Li Linghui Zhu Xiaojun Jia Yang Bai Yong Jiang Shutao Xia Xiaochun Cao Kui Ren AAML 44 12 0 04 Aug 2022
I Know What You Trained Last Summer: A Survey on Stealing Machine Learning Models and Defences Daryna Oliynyk Rudolf Mayer Andreas Rauber 39 106 0 16 Jun 2022
Dataset Inference: Ownership Resolution in Machine Learning Pratyush Maini Mohammad Yaghini Nicolas Papernot FedML 69 104 0 21 Apr 2021
An Experimental Study of Semantic Continuity for Deep Learning Models Shangxi Wu Dongyuan Lu Xian Zhao Lizhang Chen Jitao Sang 28 2 0 19 Nov 2020
Backdoor Learning: A Survey Yiming Li Yong Jiang Zhifeng Li Shutao Xia AAML 45 586 0 17 Jul 2020
Adversarial Camouflage: Hiding Physical-World Attacks with Natural Styles Ranjie Duan Xingjun Ma Yisen Wang James Bailey •. A. K. Qin Yun Yang AAML 167 224 0 08 Mar 2020
Clean-Label Backdoor Attacks on Video Recognition Models Shihao Zhao Xingjun Ma Xiang Zheng James Bailey Jingjing Chen Yu-Gang Jiang AAML 196 274 0 06 Mar 2020