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Ownership Verification of DNN Architectures via Hardware Cache Side Channels

6 February 2021

Jiwei Li

Papers citing "Ownership Verification of DNN Architectures via Hardware Cache Side Channels"

38 / 38 papers shown

Title
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 43 35 0 18 Sep 2020
Removing Backdoor-Based Watermarks in Neural Networks with Limited Data Xuankai Liu Fengting Li Bihan Wen Qi Li AAML 63 61 0 02 Aug 2020
Topology-aware Differential Privacy for Decentralized Image Classification Shangwei Guo Tianwei Zhang Guowen Xu Hanzhou Yu Tao Xiang Yang Liu 64 18 0 14 Jun 2020
Language Models are Few-Shot Learners Tom B. Brown Benjamin Mann Nick Ryder Melanie Subbiah Jared Kaplan ... Christopher Berner Sam McCandlish Alec Radford Ilya Sutskever Dario Amodei BDL 847 42,332 0 28 May 2020
Neural Network Laundering: Removing Black-Box Backdoor Watermarks from Deep Neural Networks William Aiken Hyoungshick Kim Simon S. Woo 38 64 0 22 Apr 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 81 132 0 25 Feb 2020
How to 0wn NAS in Your Spare Time Sanghyun Hong Michael Davinroy Yigitcan Kaya Dana Dachman-Soled Tudor Dumitras 59 35 0 17 Feb 2020
NAS-Bench-201: Extending the Scope of Reproducible Neural Architecture Search Xuanyi Dong Yi Yang 141 714 0 02 Jan 2020
Fair DARTS: Eliminating Unfair Advantages in Differentiable Architecture Search Xiangxiang Chu Tianbao Zhou Bo Zhang Jixiang Li 54 310 0 27 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 74 108 0 17 Nov 2019
Searching for A Robust Neural Architecture in Four GPU Hours Xuanyi Dong Yezhou Yang 126 654 0 10 Oct 2019
FairNAS: Rethinking Evaluation Fairness of Weight Sharing Neural Architecture Search Xiangxiang Chu Bo Zhang Ruijun Xu 69 332 0 03 Jul 2019
How to Prove Your Model Belongs to You: A Blind-Watermark based Framework to Protect Intellectual Property of DNN Zheng Li Chengyu Hu Yang Zhang Shanqing Guo AAML 55 173 0 05 Mar 2019
Practical Enclave Malware with Intel SGX Michael Schwarz Samuel Weiser Daniel Gruss 48 90 0 08 Feb 2019
Robust Watermarking of Neural Network with Exponential Weighting Ryota Namba Jun Sakuma AAML 66 138 0 18 Jan 2019
Stealing Neural Networks via Timing Side Channels Vasisht Duddu D. Samanta D. V. Rao V. Balas AAML MLAU FedML 70 134 0 31 Dec 2018
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 1.8K 95,114 0 11 Oct 2018
Security Analysis of Deep Neural Networks Operating in the Presence of Cache Side-Channel Attacks Sanghyun Hong Michael Davinroy Yigitcan Kaya S. Locke Ian Rackow Kevin Kulda Dana Dachman-Soled Tudor Dumitras MIACV 56 89 0 08 Oct 2018
Cache Telepathy: Leveraging Shared Resource Attacks to Learn DNN Architectures Mengjia Yan Christopher W. Fletcher Josep Torrellas MIACV FedML 61 249 0 14 Aug 2018
DARTS: Differentiable Architecture Search Hanxiao Liu Karen Simonyan Yiming Yang 204 4,366 0 24 Jun 2018
Efficient Multi-objective Neural Architecture Search via Lamarckian Evolution T. Elsken J. H. Metzen Frank Hutter 199 502 0 24 Apr 2018
Turning Your Weakness Into a Strength: Watermarking Deep Neural Networks by Backdooring Yossi Adi Carsten Baum Moustapha Cissé Benny Pinkas Joseph Keshet 63 682 0 13 Feb 2018
Efficient Neural Architecture Search via Parameter Sharing Hieu H. Pham M. Guan Barret Zoph Quoc V. Le J. Dean 115 2,766 0 09 Feb 2018
Regularized Evolution for Image Classifier Architecture Search Esteban Real A. Aggarwal Yanping Huang Quoc V. Le 175 3,035 0 05 Feb 2018
Progressive Neural Architecture Search Chenxi Liu Barret Zoph Maxim Neumann Jonathon Shlens Wei Hua Li Li Li Fei-Fei Alan Yuille Jonathan Huang Kevin Patrick Murphy 112 1,994 0 02 Dec 2017
Adversarial Frontier Stitching for Remote Neural Network Watermarking Erwan Le Merrer P. Pérez Gilles Trédan MLAU AAML 76 339 0 06 Nov 2017
Hierarchical Representations for Efficient Architecture Search Hanxiao Liu Karen Simonyan Oriol Vinyals Chrisantha Fernando Koray Kavukcuoglu 3DV 96 928 0 01 Nov 2017
Another Flip in the Wall of Rowhammer Defenses Daniel Gruss Moritz Lipp Michael Schwarz Daniel Genkin Jonas Juffinger Sioli O'Connell Wolfgang Schoechl Y. Yarom 62 254 0 02 Oct 2017
SMASH: One-Shot Model Architecture Search through HyperNetworks Andrew Brock Theodore Lim J. Ritchie Nick Weston 156 764 0 17 Aug 2017
Learning Transferable Architectures for Scalable Image Recognition Barret Zoph Vijay Vasudevan Jonathon Shlens Quoc V. Le 183 5,607 0 21 Jul 2017
Malware Guard Extension: Using SGX to Conceal Cache Attacks Michael Schwarz Samuel Weiser Daniel Gruss Clémentine Maurice Stefan Mangard 56 428 0 28 Feb 2017
Software Grand Exposure: SGX Cache Attacks Are Practical Ferdinand Brasser Urs Müller Alexandra Dmitrienko Kari Kostiainen Srdjan Capkun A. Sadeghi AAML 93 612 0 24 Feb 2017
Embedding Watermarks into Deep Neural Networks Yusuke Uchida Yuki Nagai S. Sakazawa Shiníchi Satoh 122 610 0 15 Jan 2017
Neural Architecture Search with Reinforcement Learning Barret Zoph Quoc V. Le 475 5,378 0 05 Nov 2016
Binarized Neural Networks Itay Hubara Daniel Soudry Ran El-Yaniv MQ 202 1,348 0 08 Feb 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 2.2K 194,322 0 10 Dec 2015
Distilling the Knowledge in a Neural Network Geoffrey E. Hinton Oriol Vinyals J. Dean FedML 364 19,723 0 09 Mar 2015
Do Deep Nets Really Need to be Deep? Lei Jimmy Ba R. Caruana 165 2,119 0 21 Dec 2013