Terminal Brain Damage: Exposing the Graceless Degradation in Deep Neural Networks Under Hardware Fault Attacks

3 June 2019

Sanghyun Hong

Papers citing "Terminal Brain Damage: Exposing the Graceless Degradation in Deep Neural Networks Under Hardware Fault Attacks"

36 / 86 papers shown

Title
FitAct: Error Resilient Deep Neural Networks via Fine-Grained Post-Trainable Activation Functions B. Ghavami Mani Sadati Zhenman Fang Lesley Shannon AI4CE 15 26 0 27 Dec 2021
HASHTAG: Hash Signatures for Online Detection of Fault-Injection Attacks on Deep Neural Networks Mojan Javaheripi F. Koushanfar 16 22 0 02 Nov 2021
Qu-ANTI-zation: Exploiting Quantization Artifacts for Achieving Adversarial Outcomes Sanghyun Hong Michael-Andrei Panaitescu-Liess Yigitcan Kaya Tudor Dumitras MQ 60 13 0 26 Oct 2021
Uncovering In-DRAM RowHammer Protection Mechanisms: A New Methodology, Custom RowHammer Patterns, and Implications Hasan Hassan Yahya Can Tugrul Jeremie S. Kim V. V. D. Veen Kaveh Razavi O. Mutlu 44 99 0 20 Oct 2021
A Deeper Look into RowHammer`s Sensitivities: Experimental Analysis of Real DRAM Chips and Implications on Future Attacks and Defenses Lois Orosa A. G. Yaglikçi Haocong Luo Ataberk Olgun Jisung Park Hasan Hassan Minesh Patel Jeremie S. Kim O. Mutlu 17 84 0 19 Oct 2021
Don't Knock! Rowhammer at the Backdoor of DNN Models M. Tol Saad Islam Andrew J. Adiletta B. Sunar Ziming Zhang AAML 32 15 0 14 Oct 2021
FooBaR: Fault Fooling Backdoor Attack on Neural Network Training J. Breier Xiaolu Hou Martín Ochoa Jesus Solano SILM AAML 39 8 0 23 Sep 2021
Towards Energy-Efficient and Secure Edge AI: A Cross-Layer Framework Muhammad Shafique Alberto Marchisio Rachmad Vidya Wicaksana Putra Muhammad Abdullah Hanif 44 33 0 20 Sep 2021
Towards a Safety Case for Hardware Fault Tolerance in Convolutional Neural Networks Using Activation Range Supervision Florian Geissler S. Qutub S. Roychowdhury Ali Asgari Khoshouyeh Ya-li Peng Akash Dhamasia Ralf Graefe Karthik Pattabiraman Michael Paulitsch AAML 14 12 0 16 Aug 2021
DeepFreeze: Cold Boot Attacks and High Fidelity Model Recovery on Commercial EdgeML Device Yoo-Seung Won Soham Chatterjee Dirmanto Jap A. Basu S. Bhasin AAML FedML 25 12 0 03 Aug 2021
Advances in adversarial attacks and defenses in computer vision: A survey Naveed Akhtar Ajmal Mian Navid Kardan M. Shah AAML 26 235 0 01 Aug 2021
Dynamic Neural Network Architectural and Topological Adaptation and Related Methods -- A Survey Lorenz Kummer AI4CE 40 0 0 28 Jul 2021
Bad Characters: Imperceptible NLP Attacks Nicholas Boucher Ilia Shumailov Ross J. Anderson Nicolas Papernot AAML SILM 41 103 0 18 Jun 2021
RA-BNN: Constructing Robust & Accurate Binary Neural Network to Simultaneously Defend Adversarial Bit-Flip Attack and Improve Accuracy Adnan Siraj Rakin Li Yang Jingtao Li Fan Yao C. Chakrabarti Yu Cao Jae-sun Seo Deliang Fan AAML MQ 34 25 0 22 Mar 2021
Targeted Attack against Deep Neural Networks via Flipping Limited Weight Bits Jiawang Bai Baoyuan Wu Yong Zhang Yiming Li Zhifeng Li Shutao Xia AAML 14 74 0 21 Feb 2021
SoftTRR: Protect Page Tables Against RowHammer Attacks using Software-only Target Row Refresh Zhi-Li Zhang Yueqiang Cheng Minghua Wang Wei He Wenhao Wang Surya Nepal Yansong Gao Kang Li Zhe Wang Chenggang Wu 33 13 0 20 Feb 2021
BlockHammer: Preventing RowHammer at Low Cost by Blacklisting Rapidly-Accessed DRAM Rows A. G. Yaglikçi Minesh Patel Jeremie S. Kim Roknoddin Azizi Ataberk Olgun ... Jisung Park Konstantinos Kanellopoulos Taha Shahroodi Saugata Ghose O. Mutlu 60 139 0 11 Feb 2021
RADAR: Run-time Adversarial Weight Attack Detection and Accuracy Recovery Jingtao Li Adnan Siraj Rakin Zhezhi He Deliang Fan C. Chakrabarti AAML 16 39 0 20 Jan 2021
Exploring Fault-Energy Trade-offs in Approximate DNN Hardware Accelerators Ayesha Siddique K. Basu K. A. Hoque 27 13 0 08 Jan 2021
Neighbors From Hell: Voltage Attacks Against Deep Learning Accelerators on Multi-Tenant FPGAs Andrew Boutros Mathew Hall Nicolas Papernot Vaughn Betz 16 38 0 14 Dec 2020
Deep-Dup: An Adversarial Weight Duplication Attack Framework to Crush Deep Neural Network in Multi-Tenant FPGA Adnan Siraj Rakin Yukui Luo Xiaolin Xu Deliang Fan AAML 25 49 0 05 Nov 2020
Deep Neural Mobile Networking Chaoyun Zhang 32 1 0 23 Oct 2020
DeepDyve: Dynamic Verification for Deep Neural Networks Yu Li Min Li Bo Luo Ye Tian Qiang Xu AAML 11 30 0 21 Sep 2020
Artificial Neural Networks and Fault Injection Attacks Shahin Tajik F. Ganji SILM 13 10 0 17 Aug 2020
Trustworthy AI Inference Systems: An Industry Research View Rosario Cammarota M. Schunter Anand Rajan Fabian Boemer Ágnes Kiss ... Aydin Aysu Fateme S. Hosseini Chengmo Yang Eric Wallace Pam Norton 17 14 0 10 Aug 2020
T-BFA: Targeted Bit-Flip Adversarial Weight Attack Adnan Siraj Rakin Zhezhi He Jingtao Li Fan Yao C. Chakrabarti Deliang Fan AAML 14 13 0 24 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 36 220 0 21 Jul 2020
On the Effectiveness of Regularization Against Membership Inference Attacks Yigitcan Kaya Sanghyun Hong Tudor Dumitras 35 27 0 09 Jun 2020
Sponge Examples: Energy-Latency Attacks on Neural Networks Ilia Shumailov Yiren Zhao Daniel Bates Nicolas Papernot Robert D. Mullins Ross J. Anderson SILM 19 127 0 05 Jun 2020
TRRespass: Exploiting the Many Sides of Target Row Refresh Pietro Frigo Emanuele Vannacci Hasan Hassan V. V. D. Veen O. Mutlu Cristiano Giuffrida H. Bos Kaveh Razavi 8 215 0 03 Apr 2020
A Low-cost Fault Corrector for Deep Neural Networks through Range Restriction Zitao Chen Guanpeng Li Karthik Pattabiraman AAML AI4CE 25 17 0 30 Mar 2020
DeepHammer: Depleting the Intelligence of Deep Neural Networks through Targeted Chain of Bit Flips Fan Yao Adnan Siraj Rakin Deliang Fan AAML 18 154 0 30 Mar 2020
SNIFF: Reverse Engineering of Neural Networks with Fault Attacks J. Breier Dirmanto Jap Xiaolu Hou S. Bhasin Yang Liu 17 52 0 23 Feb 2020
TBT: Targeted Neural Network Attack with Bit Trojan Adnan Siraj Rakin Zhezhi He Deliang Fan AAML 19 211 0 10 Sep 2019
Incremental Network Quantization: Towards Lossless CNNs with Low-Precision Weights Aojun Zhou Anbang Yao Yiwen Guo Lin Xu Yurong Chen MQ 337 1,049 0 10 Feb 2017
Google's Neural Machine Translation System: Bridging the Gap between Human and Machine Translation Yonghui Wu M. Schuster Z. Chen Quoc V. Le Mohammad Norouzi ... Alex Rudnick Oriol Vinyals G. Corrado Macduff Hughes J. Dean AIMat 716 6,746 0 26 Sep 2016