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Publications
Our publications provide insight into some of our leading-edge research.
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7 results found
Computer Architecture
Resilience and Safety
Clear all
2020
Computer Architecture
Resilience and Safety
2020
GPU-Trident: Efficient Modeling of Error Propagation in GPU Programs
Abdul Rehman Anwer, Guanpeng Li, Karthik Pattabiraman,
Michael B. Sullivan
, Timothy Tsai,
Siva Hari
HarDNN: Fine-Grained Vulnerability Evaluation and Protection for Convolutional Neural Networks
Abdulrahman Mahmoud,
Siva Hari
, Christopher W. Fletcher, Sarita V. Adve, Charbel Sakr, Naresh Shanbhag,
Pavlo Molchanov
,
Michael B. Sullivan
, Timothy Tsai,
Steve Keckler
PyTorchFI: A Runtime Perturbation Tool for DNNs
Abdulrahman Mahmoud, Neeraj Aggarwal, Alex Nobbe, Jose Rodrigo Sanchez Vicarte, Sarita V. Adve, Christopher W. Fletcher,
Iuri Frosio
,
Siva Hari
Making Convolutions Resilient via Algorithm-Based Error Detection Techniques
Siva Hari
,
Michael B. Sullivan
, Timothy Tsai,
Steve Keckler
Estimating Silent Data Corruption Rates Using a Two-Level Model
Siva Hari
, Paolo Rech, Timothy Tsai,
Mark Stephenson
, Arslan Zulfiqar,
Michael B. Sullivan
, Philip Shirvani, Paul Racunas,
Joel Emer
,
Steve Keckler
Feature Map Vulnerability Evaluation in CNNs
Abdulrahman Mahmoud,
Siva Hari
, Christopher W. Fletcher, Sarita V. Adve, Charbel Sakr, Naresh Shanbhag,
Pavlo Molchanov
,
Michael B. Sullivan
, Timothy Tsai,
Steve Keckler
HarDNN: Feature Map Vulnerability Evaluation in CNNs
Abdulrahman Mahmoud,
Siva Hari
, Christopher W. Fletcher, Sarita V. Adve, Charbel Sakr, Naresh Shanbhag,
Pavlo Molchanov
,
Michael B. Sullivan
, Timothy Tsai,
Steve Keckler