Title
PCPT and ACPT: Copyright Protection and Traceability Scheme for DNN ModelsJournal of Information Security and Applications (JISA), 2022 Xuefeng Fan Dahao Fu Hangyu Gui Xinpeng Zhang Xiaoyi Zhou 162 5 0 06 Jun 2022
Integrity Authentication in Tree ModelsKnowledge Discovery and Data Mining (KDD), 2022 Weijie Zhao Yingjie Lao Ping Li 226 5 0 30 May 2022
SSLGuard: A Watermarking Scheme for Self-supervised Learning Pre-trained EncodersConference on Computer and Communications Security (CCS), 2022 Tianshuo Cong Xinlei He Yang Zhang 288 64 0 27 Jan 2022
Watermarking Pre-trained Encoders in Contrastive LearningInternational Conference on Data Intelligence and Security (ICDIS), 2022 Yutong Wu Han Qiu Tianwei Zhang L. Jiwei M. Qiu 113 15 0 20 Jan 2022
Fostering the Robustness of White-Box Deep Neural Network Watermarks by Neuron AlignmentIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2021 Fangqi Li Shi-Lin Wang Yun Zhu 94 13 0 28 Dec 2021
Speech Pattern based Black-box Model Watermarking for Automatic Speech Recognition Haozhe Chen Weiming Zhang Kunlin Liu Kejiang Chen Han Fang Nenghai Yu 76 4 0 19 Oct 2021
Membership Inference Attacks Against Recommender Systems Minxing Zhang Zhaochun Ren Zihan Wang Sudipta Singha Roy Zhumin Chen Pengfei Hu Yang Zhang MIACV AAML 150 112 0 16 Sep 2021
Fingerprinting Image-to-Image Generative Adversarial NetworksEuropean Symposium on Security and Privacy (EuroS&P), 2021 Guanlin Li Guowen Xu Han Qiu Shangwei Guo Run Wang Jiwei Li Tianwei Zhang Rongxing Lu WIGM 151 0 0 19 Jun 2021
Evaluating the Robustness of Trigger Set-Based Watermarks Embedded in Deep Neural NetworksIEEE Transactions on Dependable and Secure Computing (IEEE TDSC), 2021 Suyoung Lee Wonho Song Suman Jana M. Cha Sooel Son AAML 139 17 0 18 Jun 2021
iNNformant: Boundary Samples as Telltale WatermarksInformation Hiding and Multimedia Security Workshop (IH&MMSec), 2021 Alexander Schlögl Tobias Kupek Rainer Böhme AAML 93 2 0 14 Jun 2021
Non-Transferable Learning: A New Approach for Model Ownership Verification and Applicability AuthorizationInternational Conference on Learning Representations (ICLR), 2021 Lixu Wang Shichao Xu Ruiqi Xu Tianlin Li Qi Zhu AAML 197 56 0 13 Jun 2021
Towards Practical Watermark for Deep Neural Networks in Federated Learning Fangqi Li Shi-Lin Wang Alan Wee-Chung Liew FedML 133 16 0 07 May 2021
HufuNet: Embedding the Left Piece as Watermark and Keeping the Right Piece for Ownership Verification in Deep Neural Networks Peizhuo Lv Pan Li Shengzhi Zhang Kai Chen Ruigang Liang Yue Zhao Yingjiu Li AAML 124 8 0 25 Mar 2021
A survey of deep neural network watermarking techniquesNeurocomputing (Neurocomputing), 2021 Yue Li Hongxia Wang Mauro Barni 179 179 0 16 Mar 2021
Ownership Verification of DNN Architectures via Hardware Cache Side Channels Xiaoxuan Lou Shangwei Guo Jiwei Li Tianwei Zhang 127 12 0 06 Feb 2021
Intellectual Property Protection for Deep Learning Models: Taxonomy, Methods, Attacks, and EvaluationsIEEE Transactions on Artificial Intelligence (IEEE TAI), 2020 Mingfu Xue Yushu Zhang Jian Wang Weiqiang Liu 185 65 0 27 Nov 2020
Evaluation of Inference Attack Models for Deep Learning on Medical Data Maoqiang Wu Xinyue Zhang Jiahao Ding H. Nguyen Rong Yu Miao Pan Stephen T. C. Wong MIACV 113 21 0 31 Oct 2020
A Systematic Review on Model Watermarking for Neural NetworksFrontiers in Big Data (Front. Big Data), 2020 Franziska Boenisch AAML 205 89 0 25 Sep 2020
Fine-tuning Is Not Enough: A Simple yet Effective Watermark Removal Attack for DNN ModelsInternational Joint Conference on Artificial Intelligence (IJCAI), 2020 Shangwei Guo Tianwei Zhang Han Qiu Yi Zeng Tao Xiang Yang Liu AAML 144 37 0 18 Sep 2020
Adversarial Watermarking Transformer: Towards Tracing Text Provenance with Data HidingIEEE Symposium on Security and Privacy (IEEE S&P), 2020 Sahar Abdelnabi Mario Fritz WaLM 208 181 0 07 Sep 2020
Membership Leakage in Label-Only ExposuresConference on Computer and Communications Security (CCS), 2020 Zheng Li Yang Zhang 216 286 0 30 Jul 2020
When Machine Unlearning Jeopardizes PrivacyConference on Computer and Communications Security (CCS), 2020 Min Chen Zhikun Zhang Tianhao Wang Michael Backes Mathias Humbert Yang Zhang MIACV 204 279 0 05 May 2020
Neural Network Laundering: Removing Black-Box Backdoor Watermarks from Deep Neural Networks William Aiken Hyoungshick Kim Simon S. Woo 106 71 0 22 Apr 2020
Deep Neural Network Fingerprinting by Conferrable Adversarial ExamplesInternational Conference on Learning Representations (ICLR), 2019 Nils Lukas Yuxuan Zhang Florian Kerschbaum MLAU FedML AAML 307 167 0 02 Dec 2019
RIGA: Covert and Robust White-Box Watermarking of Deep Neural Networks Tianhao Wang Florian Kerschbaum AAML 215 39 0 31 Oct 2019
IPGuard: Protecting Intellectual Property of Deep Neural Networks via Fingerprinting the Classification Boundary Xiaoyu Cao Jinyuan Jia Neil Zhenqiang Gong 194 128 0 28 Oct 2019
On the Robustness of the Backdoor-based Watermarking in Deep Neural Networks Masoumeh Shafieinejad Jiaqi Wang Nils Lukas Xinda Li Florian Kerschbaum AAML 124 8 0 18 Jun 2019
Updates-Leak: Data Set Inference and Reconstruction Attacks in Online Learning A. Salem Apratim Bhattacharyya Michael Backes Mario Fritz Yang Zhang FedML AAML MIACV 224 277 0 01 Apr 2019

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How to Prove Your Model Belongs to You: A Blind-Watermark based Framework to Protect Intellectual Property of DNN

Asia-Pacific Computer Systems Architecture Conference (APCSAC), 2019

5 March 2019

Zheng Li

Papers citing "How to Prove Your Model Belongs to You: A Blind-Watermark based Framework to Protect Intellectual Property of DNN"

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Title
PCPT and ACPT: Copyright Protection and Traceability Scheme for DNN ModelsJournal of Information Security and Applications (JISA), 2022 Xuefeng Fan Dahao Fu Hangyu Gui Xinpeng Zhang Xiaoyi Zhou 162 5 0 06 Jun 2022
Integrity Authentication in Tree ModelsKnowledge Discovery and Data Mining (KDD), 2022 Weijie Zhao Yingjie Lao Ping Li 226 5 0 30 May 2022
SSLGuard: A Watermarking Scheme for Self-supervised Learning Pre-trained EncodersConference on Computer and Communications Security (CCS), 2022 Tianshuo Cong Xinlei He Yang Zhang 288 64 0 27 Jan 2022
Watermarking Pre-trained Encoders in Contrastive LearningInternational Conference on Data Intelligence and Security (ICDIS), 2022 Yutong Wu Han Qiu Tianwei Zhang L. Jiwei M. Qiu 113 15 0 20 Jan 2022
Fostering the Robustness of White-Box Deep Neural Network Watermarks by Neuron AlignmentIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2021 Fangqi Li Shi-Lin Wang Yun Zhu 94 13 0 28 Dec 2021
Speech Pattern based Black-box Model Watermarking for Automatic Speech Recognition Haozhe Chen Weiming Zhang Kunlin Liu Kejiang Chen Han Fang Nenghai Yu 76 4 0 19 Oct 2021
Membership Inference Attacks Against Recommender Systems Minxing Zhang Zhaochun Ren Zihan Wang Sudipta Singha Roy Zhumin Chen Pengfei Hu Yang Zhang MIACV AAML 150 112 0 16 Sep 2021
Fingerprinting Image-to-Image Generative Adversarial NetworksEuropean Symposium on Security and Privacy (EuroS&P), 2021 Guanlin Li Guowen Xu Han Qiu Shangwei Guo Run Wang Jiwei Li Tianwei Zhang Rongxing Lu WIGM 151 0 0 19 Jun 2021
Evaluating the Robustness of Trigger Set-Based Watermarks Embedded in Deep Neural NetworksIEEE Transactions on Dependable and Secure Computing (IEEE TDSC), 2021 Suyoung Lee Wonho Song Suman Jana M. Cha Sooel Son AAML 139 17 0 18 Jun 2021
iNNformant: Boundary Samples as Telltale WatermarksInformation Hiding and Multimedia Security Workshop (IH&MMSec), 2021 Alexander Schlögl Tobias Kupek Rainer Böhme AAML 93 2 0 14 Jun 2021
Non-Transferable Learning: A New Approach for Model Ownership Verification and Applicability AuthorizationInternational Conference on Learning Representations (ICLR), 2021 Lixu Wang Shichao Xu Ruiqi Xu Tianlin Li Qi Zhu AAML 197 56 0 13 Jun 2021
Towards Practical Watermark for Deep Neural Networks in Federated Learning Fangqi Li Shi-Lin Wang Alan Wee-Chung Liew FedML 133 16 0 07 May 2021
HufuNet: Embedding the Left Piece as Watermark and Keeping the Right Piece for Ownership Verification in Deep Neural Networks Peizhuo Lv Pan Li Shengzhi Zhang Kai Chen Ruigang Liang Yue Zhao Yingjiu Li AAML 124 8 0 25 Mar 2021
A survey of deep neural network watermarking techniquesNeurocomputing (Neurocomputing), 2021 Yue Li Hongxia Wang Mauro Barni 179 179 0 16 Mar 2021
Ownership Verification of DNN Architectures via Hardware Cache Side Channels Xiaoxuan Lou Shangwei Guo Jiwei Li Tianwei Zhang 127 12 0 06 Feb 2021
Intellectual Property Protection for Deep Learning Models: Taxonomy, Methods, Attacks, and EvaluationsIEEE Transactions on Artificial Intelligence (IEEE TAI), 2020 Mingfu Xue Yushu Zhang Jian Wang Weiqiang Liu 185 65 0 27 Nov 2020
Evaluation of Inference Attack Models for Deep Learning on Medical Data Maoqiang Wu Xinyue Zhang Jiahao Ding H. Nguyen Rong Yu Miao Pan Stephen T. C. Wong MIACV 113 21 0 31 Oct 2020
A Systematic Review on Model Watermarking for Neural NetworksFrontiers in Big Data (Front. Big Data), 2020 Franziska Boenisch AAML 205 89 0 25 Sep 2020
Fine-tuning Is Not Enough: A Simple yet Effective Watermark Removal Attack for DNN ModelsInternational Joint Conference on Artificial Intelligence (IJCAI), 2020 Shangwei Guo Tianwei Zhang Han Qiu Yi Zeng Tao Xiang Yang Liu AAML 144 37 0 18 Sep 2020
Adversarial Watermarking Transformer: Towards Tracing Text Provenance with Data HidingIEEE Symposium on Security and Privacy (IEEE S&P), 2020 Sahar Abdelnabi Mario Fritz WaLM 208 181 0 07 Sep 2020
Membership Leakage in Label-Only ExposuresConference on Computer and Communications Security (CCS), 2020 Zheng Li Yang Zhang 216 286 0 30 Jul 2020
When Machine Unlearning Jeopardizes PrivacyConference on Computer and Communications Security (CCS), 2020 Min Chen Zhikun Zhang Tianhao Wang Michael Backes Mathias Humbert Yang Zhang MIACV 204 279 0 05 May 2020
Neural Network Laundering: Removing Black-Box Backdoor Watermarks from Deep Neural Networks William Aiken Hyoungshick Kim Simon S. Woo 106 71 0 22 Apr 2020
Deep Neural Network Fingerprinting by Conferrable Adversarial ExamplesInternational Conference on Learning Representations (ICLR), 2019 Nils Lukas Yuxuan Zhang Florian Kerschbaum MLAU FedML AAML 307 167 0 02 Dec 2019
RIGA: Covert and Robust White-Box Watermarking of Deep Neural Networks Tianhao Wang Florian Kerschbaum AAML 215 39 0 31 Oct 2019
IPGuard: Protecting Intellectual Property of Deep Neural Networks via Fingerprinting the Classification Boundary Xiaoyu Cao Jinyuan Jia Neil Zhenqiang Gong 194 128 0 28 Oct 2019
On the Robustness of the Backdoor-based Watermarking in Deep Neural Networks Masoumeh Shafieinejad Jiaqi Wang Nils Lukas Xinda Li Florian Kerschbaum AAML 124 8 0 18 Jun 2019
Updates-Leak: Data Set Inference and Reconstruction Attacks in Online Learning A. Salem Apratim Bhattacharyya Michael Backes Mario Fritz Yang Zhang FedML AAML MIACV 224 277 0 01 Apr 2019

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