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Turning Your Weakness Into a Strength: Watermarking Deep Neural Networks by Backdooring

13 February 2018

Yossi Adi

Papers citing "Turning Your Weakness Into a Strength: Watermarking Deep Neural Networks by Backdooring"

50 / 370 papers shown

Title
Ownership Verification of DNN Architectures via Hardware Cache Side Channels Xiaoxuan Lou Shangwei Guo Jiwei Li Tianwei Zhang 79 11 0 06 Feb 2021
DeepiSign: Invisible Fragile Watermark to Protect the Integrityand Authenticity of CNN A. Abuadbba Hyoungshick Kim Surya Nepal 70 16 0 12 Jan 2021
Spread-Transform Dither Modulation Watermarking of Deep Neural Network Yue Li B. Tondi Mauro Barni 57 50 0 28 Dec 2020
Dataset Security for Machine Learning: Data Poisoning, Backdoor Attacks, and Defenses Micah Goldblum Dimitris Tsipras Chulin Xie Xinyun Chen Avi Schwarzschild Basel Alomair Aleksander Madry Yue Liu Tom Goldstein SILM 131 283 0 18 Dec 2020
Responsible Disclosure of Generative Models Using Scalable Fingerprinting Ning Yu Vladislav Skripniuk Dingfan Chen Larry S. Davis Mario Fritz WIGM 147 95 0 16 Dec 2020
Intellectual Property Protection for Deep Learning Models: Taxonomy, Methods, Attacks, and Evaluations Mingfu Xue Yushu Zhang Jian Wang Weiqiang Liu 92 51 0 27 Nov 2020
Backdoor Attacks on the DNN Interpretation System Shihong Fang A. Choromańska FAtt AAML 66 20 0 21 Nov 2020
Detecting Backdoors in Neural Networks Using Novel Feature-Based Anomaly Detection Hao Fu A. Veldanda Prashanth Krishnamurthy S. Garg Farshad Khorrami AAML 74 14 0 04 Nov 2020
Watermarking Graph Neural Networks by Random Graphs Xiangyu Zhao Hanzhou Wu Xinpeng Zhang 58 40 0 01 Nov 2020
Passport-aware Normalization for Deep Model Protection Jie Zhang Dongdong Chen Jing Liao Weiming Zhang G. Hua Nenghai Yu AAML 76 72 0 29 Oct 2020
Decentralized Attribution of Generative Models Changhoon Kim Yi Ren Yezhou Yang 65 19 0 27 Oct 2020
Robust and Verifiable Information Embedding Attacks to Deep Neural Networks via Error-Correcting Codes Jinyuan Jia Binghui Wang Neil Zhenqiang Gong AAML 66 5 0 26 Oct 2020
Poison Attacks against Text Datasets with Conditional Adversarially Regularized Autoencoder Alvin Chan Yi Tay Yew-Soon Ong Aston Zhang SILM 78 57 0 06 Oct 2020
A Systematic Review on Model Watermarking for Neural Networks Franziska Boenisch AAML 87 70 0 25 Sep 2020
Fine-tuning Is Not Enough: A Simple yet Effective Watermark Removal Attack for DNN Models Shangwei Guo Tianwei Zhang Han Qiu Yi Zeng Tao Xiang Yang Liu AAML 65 36 0 18 Sep 2020
Adversarial Watermarking Transformer: Towards Tracing Text Provenance with Data Hiding Sahar Abdelnabi Mario Fritz WaLM 86 152 0 07 Sep 2020
Protect, Show, Attend and Tell: Empowering Image Captioning Models with Ownership Protection Jian Han Lim Chee Seng Chan Kam Woh Ng Lixin Fan Qiang Yang 179 32 0 25 Aug 2020
Deep-Lock: Secure Authorization for Deep Neural Networks Manaar Alam Sayandeep Saha Debdeep Mukhopadhyay S. Kundu 81 21 0 13 Aug 2020
Training DNN Model with Secret Key for Model Protection April Pyone Maung Maung Hitoshi Kiya 47 24 0 06 Aug 2020
Can Adversarial Weight Perturbations Inject Neural Backdoors? Siddhant Garg Adarsh Kumar Vibhor Goel Yingyu Liang AAML 116 88 0 04 Aug 2020
Removing Backdoor-Based Watermarks in Neural Networks with Limited Data Xuankai Liu Fengting Li Bihan Wen Qi Li AAML 65 61 0 02 Aug 2020
Membership Leakage in Label-Only Exposures Zheng Li Yang Zhang 117 247 0 30 Jul 2020
Backdoor Attacks and Countermeasures on Deep Learning: A Comprehensive Review Yansong Gao Bao Gia Doan Zhi-Li Zhang Siqi Ma Jiliang Zhang Anmin Fu Surya Nepal Hyoungshick Kim AAML 129 235 0 21 Jul 2020
Backdoor Learning: A Survey Yiming Li Yong Jiang Zhifeng Li Shutao Xia AAML 176 620 0 17 Jul 2020
Artificial Fingerprinting for Generative Models: Rooting Deepfake Attribution in Training Data Ning Yu Vladislav Skripniuk Sahar Abdelnabi Mario Fritz WIGM 102 219 0 16 Jul 2020
Deep Learning Backdoors Shaofeng Li Shiqing Ma Minhui Xue Benjamin Zi Hao Zhao 153 36 0 16 Jul 2020
BoMaNet: Boolean Masking of an Entire Neural Network Anuj Dubey Rosario Cammarota Aydin Aysu AAML 85 46 0 16 Jun 2020
An Embarrassingly Simple Approach for Trojan Attack in Deep Neural Networks Ruixiang Tang Mengnan Du Ninghao Liu Fan Yang Helen Zhou AAML 73 190 0 15 Jun 2020
Stealing Deep Reinforcement Learning Models for Fun and Profit Kangjie Chen Shangwei Guo Tianwei Zhang Xiaofei Xie Yang Liu MLAU MIACV OffRL 86 45 0 09 Jun 2020
Neural Network Laundering: Removing Black-Box Backdoor Watermarks from Deep Neural Networks William Aiken Hyoungshick Kim Simon S. Woo 40 64 0 22 Apr 2020
Towards Probabilistic Verification of Machine Unlearning David M. Sommer Liwei Song Sameer Wagh Prateek Mittal AAML 123 74 0 09 Mar 2020
Gimme That Model!: A Trusted ML Model Trading Protocol L. Amoros Syed Mahbub Hafiz Keewoo Lee M. Caner Tol 39 4 0 01 Mar 2020
Entangled Watermarks as a Defense against Model Extraction Hengrui Jia Christopher A. Choquette-Choo Varun Chandrasekaran Nicolas Papernot WaLM AAML 98 222 0 27 Feb 2020
Model Watermarking for Image Processing Networks Jie Zhang Dongdong Chen Jing Liao Han Fang Weiming Zhang Wenbo Zhou Hao Cui Nenghai Yu WIGM AAML 113 133 0 25 Feb 2020
Optimizing Privacy-Preserving Outsourced Convolutional Neural Network Predictions Minghui Li Sherman S. M. Chow Shengshan Hu Yuejing Yan Minxin Du Peng Kuang 88 45 0 22 Feb 2020
Mind Your Weight(s): A Large-scale Study on Insufficient Machine Learning Model Protection in Mobile Apps Zhichuang Sun Ruimin Sun Long Lu Alan Mislove 90 81 0 18 Feb 2020
Radioactive data: tracing through training Alexandre Sablayrolles Matthijs Douze Cordelia Schmid Hervé Jégou 102 76 0 03 Feb 2020
Deep Neural Network Fingerprinting by Conferrable Adversarial Examples Nils Lukas Yuxuan Zhang Florian Kerschbaum MLAU FedML AAML 112 146 0 02 Dec 2019
Survey of Attacks and Defenses on Edge-Deployed Neural Networks Mihailo Isakov V. Gadepally K. Gettings Michel A. Kinsy AAML 51 31 0 27 Nov 2019
A novel method for identifying the deep neural network model with the Serial Number Xiangrui Xu Yaqin Li Cao Yuan AAML 41 8 0 19 Nov 2019
Poison as a Cure: Detecting & Neutralizing Variable-Sized Backdoor Attacks in Deep Neural Networks Alvin Chan Yew-Soon Ong AAML 68 43 0 19 Nov 2019
REFIT: A Unified Watermark Removal Framework For Deep Learning Systems With Limited Data Xinyun Chen Wenxiao Wang Chris Bender Yiming Ding R. Jia Yue Liu Basel Alomair AAML 86 109 0 17 Nov 2019
Scalability vs. Utility: Do We Have to Sacrifice One for the Other in Data Importance Quantification? R. Jia Fan Wu Xuehui Sun Jiacen Xu David Dao Bhavya Kailkhura Ce Zhang Yue Liu Basel Alomair TDI 67 19 0 17 Nov 2019
RIGA: Covert and Robust White-Box Watermarking of Deep Neural Networks Tianhao Wang Florian Kerschbaum AAML 94 36 0 31 Oct 2019
IPGuard: Protecting Intellectual Property of Deep Neural Networks via Fingerprinting the Classification Boundary Xiaoyu Cao Jinyuan Jia Neil Zhenqiang Gong 96 106 0 28 Oct 2019
Extraction of Complex DNN Models: Real Threat or Boogeyman? B. Atli S. Szyller Mika Juuti Samuel Marchal Nadarajah Asokan MLAU MIACV 94 45 0 11 Oct 2019
Detecting AI Trojans Using Meta Neural Analysis Xiaojun Xu Qi Wang Huichen Li Nikita Borisov Carl A. Gunter Yue Liu 129 327 0 08 Oct 2019
Piracy Resistant Watermarks for Deep Neural Networks Huiying Li Emily Willson Shawn Shan Bing Ye Shehroz S. Khan 88 26 0 02 Oct 2019
Robust Membership Encoding: Inference Attacks and Copyright Protection for Deep Learning Congzheng Song Reza Shokri MIACV 33 5 0 27 Sep 2019
[Extended version] Rethinking Deep Neural Network Ownership Verification: Embedding Passports to Defeat Ambiguity Attacks Lixin Fan Kam Woh Ng Chee Seng Chan AAML 68 193 0 16 Sep 2019