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Guanpeng Li
ORCID
Publication Activity (10 Years)
Years Active: 2014-2023
Publications (10 Years): 47
Top Topics
Error Resilient
Lossy Compression
Error Propagation
Deep Learning
Top Venues
SC
CoRR
DSN
ISSRE
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Publications
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Bohan Zhang
,
Lishan Yang
,
Guanpeng Li
,
Hui Xu
Investigating the Impact of High-Level Software Design on Low-Level Hardware Fault Resilience.
DSN-S
(2023)
Zhengyang He
,
Yafan Huang
,
Hui Xu
,
Dingwen Tao
,
Guanpeng Li
Demystifying and Mitigating Cross-Layer Deficiencies of Soft Error Protection in Instruction Duplication.
SC
(2023)
Yafan Huang
,
Sheng Di
,
Xiaodong Yu
,
Guanpeng Li
,
Franck Cappello
cuSZp: An Ultra-fast GPU Error-bounded Lossy Compression Framework with Optimized End-to-End Performance.
SC
(2023)
Yafan Huang
,
Kai Zhao
,
Sheng Di
,
Guanpeng Li
,
Maxim Dmitriev
,
Thierry-Laurent D. Tonellot
,
Franck Cappello
Towards Improving Reverse Time Migration Performance by High-speed Lossy Compression.
CCGrid
(2023)
Yafan Huang
,
Zhengyang He
,
Lingda Li
,
Guanpeng Li
Characterizing Runtime Performance Variation in Error Detection by Duplicating Instructions.
ISSRE
(2023)
Jinyang Liu
,
Jiannan Tian
,
Shixun Wu
,
Sheng Di
,
Boyuan Zhang
,
Yafan Huang
,
Kai Zhao
,
Guanpeng Li
,
Dingwen Tao
,
Zizhong Chen
,
Franck Cappello
cuSZ-I: High-Fidelity Error-Bounded Lossy Compression for Scientific Data on GPUs.
CoRR
(2023)
Md Hasanur Rahman
,
Sheng Di
,
Kai Zhao
,
Robert Underwood
,
Guanpeng Li
,
Franck Cappello
A Feature-Driven Fixed-Ratio Lossy Compression Framework for Real-World Scientific Datasets.
ICDE
(2023)
Niranjhana Narayanan
,
Zitao Chen
,
Bo Fang
,
Guanpeng Li
,
Karthik Pattabiraman
,
Nathan DeBardeleben
Fault Injection for TensorFlow Applications.
IEEE Trans. Dependable Secur. Comput.
20 (4) (2023)
Sabuj Laskar
,
Md Hasanur Rahman
,
Bohan Zhang
,
Guanpeng Li
Characterizing Deep Learning Neural Network Failures Between Algorithmic Inaccuracy and Transient Hardware Faults.
PRDC
(2022)
Pritam Dash
,
Guanpeng Li
,
Mehdi Karimibiuki
,
Karthik Pattabiraman
Replay-based Recovery for Autonomous Robotic Vehicles from Sensor Deception Attacks.
CoRR
(2022)
Bohan Zhang
,
Yafan Huang
,
Rachael Chen
,
Guanpeng Li
D2MoN: Detecting and Mitigating Real-Time Safety Violations in Autonomous Driving Systems.
ISSRE Workshops
(2022)
Lucas Palazzi
,
Guanpeng Li
,
Bo Fang
,
Karthik Pattabiraman
Improving the Accuracy of IR-Level Fault Injection.
IEEE Trans. Dependable Secur. Comput.
19 (1) (2022)
Raffaele Della Corte
,
Marta Catillo
,
João F. Ferreira
,
Guanpeng Li
Message from the RSDA 2022 Workshop Chairs.
ISSRE Workshops
(2022)
Yafan Huang
,
Shengjian Guo
,
Sheng Di
,
Guanpeng Li
,
Franck Cappello
Hardening selective protection across multiple program inputs for HPC applications.
PPoPP
(2022)
Yafan Huang
,
Shengjian Guo
,
Sheng Di
,
Guanpeng Li
,
Franck Cappello
Mitigating Silent Data Corruptions in HPC Applications across Multiple Program Inputs.
SC
(2022)
Bohan Zhang
,
Yafan Huang
,
Guanpeng Li
Salus: A Novel Data-Driven Monitor that Enables Real-Time Safety in Autonomous Driving Systems.
QRS
(2022)
Sabuj Laskar
,
Md Hasanur Rahman
,
Guanpeng Li
TensorFI+: A Scalable Fault Injection Framework for Modern Deep Learning Neural Networks.
ISSRE Workshops
(2022)
Hui Xu
,
Guanpeng Li
,
Homa Alemzadeh
,
Rakesh Bobba
,
Varun Chandrasekaran
,
David E. Evans
,
Nicolas Papernot
,
Karthik Pattabiraman
,
Florian Tramèr
Fourth International Workshop on Dependable and Secure Machine Learning - DSML 2021.
DSN Workshops
(2021)
Sian Jin
,
Chengming Zhang
,
Xintong Jiang
,
Yunhe Feng
,
Hui Guan
,
Guanpeng Li
,
Shuaiwen Song
,
Dingwen Tao
COMET: A Novel Memory-Efficient Deep Learning Training Framework by Using Error-Bounded Lossy Compression.
Proc. VLDB Endow.
15 (4) (2021)
Pritam Dash
,
Guanpeng Li
,
Zitao Chen
,
Mehdi Karimibiuki
,
Karthik Pattabiraman
PID-Piper: Recovering Robotic Vehicles from Physical Attacks.
DSN
(2021)
Zitao Chen
,
Guanpeng Li
,
Karthik Pattabiraman
A Low-cost Fault Corrector for Deep Neural Networks through Range Restriction.
DSN
(2021)
Sian Jin
,
Chengming Zhang
,
Xintong Jiang
,
Yunhe Feng
,
Hui Guan
,
Guanpeng Li
,
Shuaiwen Leon Song
,
Dingwen Tao
COMET: A Novel Memory-Efficient Deep Learning Training Framework by Using Error-Bounded Lossy Compression.
CoRR
(2021)
Sian Jin
,
Guanpeng Li
,
Shuaiwen Leon Song
,
Dingwen Tao
A novel memory-efficient deep learning training framework via error-bounded lossy compression.
PPoPP
(2021)
Md Hasanur Rahman
,
Aabid Shamji
,
Shengjian Guo
,
Guanpeng Li
PEPPA-X: finding program test inputs to bound silent data corruption vulnerability in HPC applications.
SC
(2021)
Abdul Rehman Anwer
,
Guanpeng Li
,
Karthik Pattabiraman
,
Michael B. Sullivan
,
Timothy Tsai
,
Siva Kumar Sastry Hari
GPU-trident: efficient modeling of error propagation in GPU programs.
SC
(2020)
Zitao Chen
,
Niranjhana Narayanan
,
Bo Fang
,
Guanpeng Li
,
Karthik Pattabiraman
,
Nathan DeBardeleben
TensorFI: A Flexible Fault Injection Framework for TensorFlow Applications.
CoRR
(2020)
Weiyu Wang
,
Zhilei Huang
,
Biwei Pan
,
Huanlu Li
,
Guanpeng Li
,
Jian Tang
,
Yuchun Lu
Demonstration of 214Gbps Per Lane IM/DD PAM-4 Transmission using O-Band 35GHz-Class EML with Advanced MLSE and KP4-FEC.
OFC
(2020)
Zitao Chen
,
Guanpeng Li
,
Karthik Pattabiraman
Ranger: Boosting Error Resilience of Deep Neural Networks through Range Restriction.
CoRR
(2020)
Baodi Shan
,
Aabid Shamji
,
Jiannan Tian
,
Guanpeng Li
,
Dingwen Tao
LCFI: A Fault Injection Tool for Studying Lossy Compression Error Propagation in HPC Programs.
CoRR
(2020)
Guanpeng Li
,
Yiran Li
,
Saurabh Jha
,
Timothy Tsai
,
Michael B. Sullivan
,
Siva Kumar Sastry Hari
,
Zbigniew Kalbarczyk
,
Ravishankar K. Iyer
AV-FUZZER: Finding Safety Violations in Autonomous Driving Systems.
ISSRE
(2020)
Sian Jin
,
Guanpeng Li
,
Shuaiwen Leon Song
,
Dingwen Tao
A Novel Memory-Efficient Deep Learning Training Framework via Error-Bounded Lossy Compression.
CoRR
(2020)
Karthik Pattabiraman
,
Guanpeng Li
,
Zitao Chen
Error Resilient Machine Learning for Safety-Critical Systems: Position Paper.
IOLTS
(2020)
Zitao Chen
,
Niranjhana Narayanan
,
Bo Fang
,
Guanpeng Li
,
Karthik Pattabiraman
,
Nathan DeBardeleben
TensorFI: A Flexible Fault Injection Framework for TensorFlow Applications.
ISSRE
(2020)
Baodi Shan
,
Aabid Shamji
,
Jiannan Tian
,
Guanpeng Li
,
Dingwen Tao
LCFI: A Fault Injection Tool for Studying Lossy Compression Error Propagation in HPC Programs.
IEEE BigData
(2020)
Lucas Palazzi
,
Guanpeng Li
,
Bo Fang
,
Karthik Pattabiraman
A Tale of Two Injectors: End-to-End Comparison of IR-Level and Assembly-Level Fault Injection.
ISSRE
(2019)
Zitao Chen
,
Guanpeng Li
,
Karthik Pattabiraman
,
Nathan DeBardeleben
: an efficient fault injector for safety-critical machine learning systems.
SC
(2019)
Chun-Kai Chang
,
Guanpeng Li
,
Mattan Erez
Evaluating Compiler IR-Level Selective Instruction Duplication with Realistic Hardware Errors.
FTXS@SC
(2019)
Guanpeng Li
,
Karthik Pattabiraman
Modeling Input-Dependent Error Propagation in Programs.
DSN
(2018)
Guanpeng Li
,
Karthik Pattabiraman
,
Siva Kumar Sastry Hari
,
Michael B. Sullivan
,
Timothy Tsai
Modeling Soft-Error Propagation in Programs.
DSN
(2018)
Guanpeng Li
,
Karthik Pattabiraman
,
Nathan DeBardeleben
TensorFI: A Configurable Fault Injector for TensorFlow Applications.
ISSRE Workshops
(2018)
Qining Lu
,
Guanpeng Li
,
Karthik Pattabiraman
,
Meeta Sharma Gupta
,
Jude A. Rivers
Configurable Detection of SDC-causing Errors in Programs.
ACM Trans. Embed. Comput. Syst.
16 (3) (2017)
Guanpeng Li
Modeling Error Propagation in Programs.
DSN Workshops
(2017)
Guanpeng Li
,
Siva Kumar Sastry Hari
,
Michael B. Sullivan
,
Timothy Tsai
,
Karthik Pattabiraman
,
Joel S. Emer
,
Stephen W. Keckler
Understanding error propagation in deep learning neural network (DNN) accelerators and applications.
SC
(2017)
Frolin S. Ocariza Jr.
,
Guanpeng Li
,
Karthik Pattabiraman
,
Ali Mesbah
Automatic fault localization for client-side JavaScript.
Softw. Test. Verification Reliab.
26 (1) (2016)
Guanpeng Li
,
Karthik Pattabiraman
,
Chen-Yong Cher
,
Pradip Bose
Understanding error propagation in GPGPU applications.
SC
(2016)
Guanpeng Li
,
Karthik Pattabiraman
,
Chen-Yong Cher
,
Pradip Bose
Experience report: An application-specific checkpointing technique for minimizing checkpoint corruption.
ISSRE
(2015)
Guanpeng Li
,
Qining Lu
,
Karthik Pattabiraman
Fine-Grained Characterization of Faults Causing Long Latency Crashes in Programs.
DSN
(2015)
Jiesheng Wei
,
Anna Thomas
,
Guanpeng Li
,
Karthik Pattabiraman
Quantifying the Accuracy of High-Level Fault Injection Techniques for Hardware Faults.
DSN
(2014)