Random and Adversarial Bit Error Robustness: Energy-Efficient and Secure
DNN Accelerators

Random and Adversarial Bit Error Robustness: Energy-Efficient and Secure DNN Accelerators

16 April 2021

Nandhini Chandramoorthy

Matthias Hein

Bernt Schiele

Papers citing "Random and Adversarial Bit Error Robustness: Energy-Efficient and Secure DNN Accelerators"

13 / 13 papers shown

Title
Verification of Bit-Flip Attacks against Quantized Neural Networks Yedi Zhang Lei Huang Pengfei Gao Fu Song Jun Sun Jin Song Dong AAML 44 0 0 22 Feb 2025
The Inherent Adversarial Robustness of Analog In-Memory Computing C. Lammie Julian Büchel A. Vasilopoulos M. Le Gallo A. Sebastian AAML 39 0 0 11 Nov 2024
MPGemmFI: A Fault Injection Technique for Mixed Precision GEMM in ML Applications Bo Fang Xinyi Li Harvey Dam Cheng Tan S. Hari ... Dingwen Tao Ganesh Gopalakrishnan Prashant J. Nair Kevin J. Barker Ang Li 13 0 0 09 Nov 2023
BERRY: Bit Error Robustness for Energy-Efficient Reinforcement Learning-Based Autonomous Systems Zishen Wan Nandhini Chandramoorthy Karthik Swaminathan Pin-Yu Chen Vijay Janapa Reddi A. Raychowdhury 25 8 0 19 Jul 2023
SysNoise: Exploring and Benchmarking Training-Deployment System Inconsistency Yan Wang Yuhang Li Ruihao Gong Aishan Liu Yanfei Wang ... Yongqiang Yao Yunchen Zhang Tianzi Xiao F. Yu Xianglong Liu AAML 27 0 0 01 Jul 2023
Evaluation of Parameter-based Attacks against Embedded Neural Networks with Laser Injection Mathieu Dumont Kevin Hector Pierre-Alain Moëllic J. Dutertre S. Pontié AAML 13 2 0 25 Apr 2023
Versatile Weight Attack via Flipping Limited Bits Jiawang Bai Baoyuan Wu Zhifeng Li Shutao Xia AAML 11 16 0 25 Jul 2022
Energy-Latency Attacks via Sponge Poisoning Antonio Emanuele Cinà Ambra Demontis Battista Biggio Fabio Roli Marcello Pelillo SILM 39 29 0 14 Mar 2022
Network insensitivity to parameter noise via adversarial regularization Julian Büchel F. Faber Dylan R. Muir AAML 11 5 0 09 Jun 2021
Disentangling Adversarial Robustness and Generalization David Stutz Matthias Hein Bernt Schiele AAML OOD 186 272 0 03 Dec 2018
Model-Reuse Attacks on Deep Learning Systems Yujie Ji Xinyang Zhang S. Ji Xiapu Luo Ting Wang SILM AAML 123 186 0 02 Dec 2018
Incremental Network Quantization: Towards Lossless CNNs with Low-Precision Weights Aojun Zhou Anbang Yao Yiwen Guo Lin Xu Yurong Chen MQ 308 1,047 0 10 Feb 2017
Adversarial examples in the physical world Alexey Kurakin Ian Goodfellow Samy Bengio SILM AAML 250 5,830 0 08 Jul 2016