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FT-CNN: Algorithm-Based Fault Tolerance for Convolutional Neural Networks
IEEE Transactions on Parallel and Distributed Systems (TPDS), 2020
27 March 2020
Kai Zhao
Sheng Di
Sihuan Li
Xin Liang
Yujia Zhai
Jieyang Chen
Kaiming Ouyang
Franck Cappello
Zizhong Chen
Re-assign community
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Papers citing
"FT-CNN: Algorithm-Based Fault Tolerance for Convolutional Neural Networks"
21 / 21 papers shown
FT-Transformer: Resilient and Reliable Transformer with End-to-End Fault Tolerant Attention
Huangliang Dai
Shixun Wu
Hairui Zhao
Zizhe Jian
Yue Zhu
Haiyang Hu
Haiyang Hu
308
15
0
03 Apr 2025
DataSeal: Ensuring the Verifiability of Private Computation on Encrypted Data
IEEE Symposium on Security and Privacy (S&P), 2024
M. Santriaji
Jiaqi Xue
Qian Lou
Yan Solihin
FedML
318
10
0
19 Oct 2024
Shavette: Low Power Neural Network Acceleration via Algorithm-level Error Detection and Undervolting
Mikael Rinkinen
Lauri Koskinen
O. Silvén
Mehdi Safarpour
337
3
0
17 Oct 2024
Adaptive Soft Error Protection for Neural Network Processing
Xing-xiong Xue
Cheng Liu
Feng Min
Yinhe Han
AAML
124
0
0
29 Jul 2024
ProAct: Progressive Training for Hybrid Clipped Activation Function to Enhance Resilience of DNNs
Seyedhamidreza Mousavi
Mohammad Hasan Ahmadilivani
J. Raik
M. Jenihhin
Masoud Daneshtalab
291
4
0
10 Jun 2024
Global Clipper: Enhancing Safety and Reliability of Transformer-based Object Detection Models
Qutub Syed Sha
Michael Paulitsch
Karthik Pattabiraman
Korbinian Hagn
Fabian Oboril
Cornelius Buerkle
Kay-Ulrich Scholl
Gereon Hinz
Alois C. Knoll
438
3
0
05 Jun 2024
Cost-Effective Fault Tolerance for CNNs Using Parameter Vulnerability Based Hardening and Pruning
IEEE International Symposium on On-Line Testing and Robust System Design (IOLTS), 2024
Mohammad Hasan Ahmadilivani
Seyedhamidreza Mousavi
J. Raik
Masoud Daneshtalab
M. Jenihhin
AAML
206
8
0
17 May 2024
DistServe: Disaggregating Prefill and Decoding for Goodput-optimized Large Language Model Serving
Yinmin Zhong
Shengyu Liu
Junda Chen
Jianbo Hu
Yibo Zhu
Xuanzhe Liu
Xin Jin
Hao Zhang
490
561
0
18 Jan 2024
Cross-Layer Optimization for Fault-Tolerant Deep Learning
Qing Zhang
Cheng Liu
Bo Liu
Haitong Huang
Ying Wang
Huawei Li
Xiaowei Li
174
2
0
21 Dec 2023
Resilience of Deep Learning applications: a systematic literature review of analysis and hardening techniques
Computer Science Review (CSR), 2023
C. Bolchini
Qiyuan Chen
Xianhao Chen
AAML
305
5
0
27 Sep 2023
Exploring Winograd Convolution for Cost-effective Neural Network Fault Tolerance
Xing-xiong Xue
Cheng Liu
Bo Liu
Haitong Huang
Ying Wang
Yaoyu Zhang
Lei Zhang
Huawei Li
Xiaowei Li
238
9
0
16 Aug 2023
Soft Error Reliability Analysis of Vision Transformers
Xing-xiong Xue
Cheng Liu
Ying Wang
Bing Yang
Yaoyu Zhang
Guang Dai
Huawei Li
Xiaowei Li
443
24
0
21 Feb 2023
ApproxABFT: Approximate Algorithm-Based Fault Tolerance for Neural Network Processing
Xing-xiong Xue
Cheng Liu
Haitong Huang
Bo Liu
Ying Wang
556
2
0
21 Feb 2023
Special Session: Towards an Agile Design Methodology for Efficient, Reliable, and Secure ML Systems
IEEE VLSI Test Symposium (VTS), 2022
Shail Dave
Alberto Marchisio
Muhammad Abdullah Hanif
Amira Guesmi
Aviral Shrivastava
Ihsen Alouani
Mohamed Bennai
292
14
0
18 Apr 2022
Fault-Tolerant Deep Learning: A Hierarchical Perspective
Cheng Liu
Zhen Gao
Siting Liu
Xuefei Ning
Huawei Li
Xiaowei Li
154
12
0
05 Apr 2022
Towards Energy-Efficient and Secure Edge AI: A Cross-Layer Framework
Mohamed Bennai
Alberto Marchisio
Rachmad Vidya Wicaksana Putra
Muhammad Abdullah Hanif
321
44
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
196
16
0
16 Aug 2021
Arithmetic-Intensity-Guided Fault Tolerance for Neural Network Inference on GPUs
International Conference for High Performance Computing, Networking, Storage and Analysis (SC), 2021
J. Kosaian
K. V. Rashmi
269
44
0
19 Apr 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
170
37
0
22 Mar 2021
Resiliency in Numerical Algorithm Design for Extreme Scale Simulations
The international journal of high performance computing applications (IJHPCA), 2020
E. Agullo
Mirco Altenbernd
H. Anzt
L. Bautista-Gomez
Tommaso Benacchio
...
K. Teranishi
Samuel Thibault
Dominik Thoennes
Andreas Wagner
B. Wohlmuth
152
8
0
26 Oct 2020
A Low-cost Fault Corrector for Deep Neural Networks through Range Restriction
Zitao Chen
Guanpeng Li
Karthik Pattabiraman
AAML
AI4CE
374
19
0
30 Mar 2020
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