Siva Hari ![](/sites/default/files/person/siva_small.jpg) Siva Hari is a Senior Research Scientist in the Architecture Research Group at NVIDIA. He obtained his Ph.D. and M.S. degrees from the [Computer Science Department](http://www.cs.uiuc.edu/) at [University of Illinois at Urbana-Champaign](http://www.illinois.edu/) and Bachelor's degree from the [Computer Science and Engineering Department](http://www.cse.iitm.ac.in/) at [IIT Madras](http://www.iitm.ac.in/). [Link](http://sivahari.github.io) to my personal webpage. Research Area(s) [Artificial Intelligence and Machine Learning ](/research-area/machine-learning-artificial-intelligence) [Autonomous Vehicles](/research-area/autonomous-vehicles) [Computer Architecture](/research-area/computer-architecture) [High Performance Computing](/research-area/high-performance-computing) [Resilience and Safety](/research-area/resilience) [Robotics](/research-area/robotics) Main Field of Interest [Computer Architecture](/research-area/computer-architecture) Google Scholar [http://scholar.google.com/citations?hl=en&user=BBdw0YwAAAAJ](http://scholar.google.com/citations?hl=en&user=BBdw0YwAAAAJ) ### Publications ### 2023 [VaPr: Variable-Precision Tensors to Accelerate Robot Motion Planning](/publication/2023-10_vapr-variable-precision-tensors-accelerate-robot-motion-planning) Yu-Shun Hsiao, [Siva Hari](/person/siva-hari), [Balakumar Sundaralingam](/person/balakumar-sundaralingam), Jason Yik, Thierry Tambe, [Charbel Sakr](/person/charbel-sakr), [Steve Keckler](/person/stephen-keckler), Vijay Janapa Reddi [IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS 2023)](https://ieee-iros.org/) [CuRobo: Parallelized Collision-Free Robot Motion Generation](/publication/2023-05_curobo-parallelized-collision-free-robot-motion-generation) [Balakumar Sundaralingam](/person/balakumar-sundaralingam), [Siva Hari](/person/siva-hari), Adam Fishman, [Caelan Garrett](/person/caelan-garrett), Karl Van Wyk, [Valts Blukis](/person/valts-blukis), Alexander Millane, Helen Oleynikova, Ankur Handa, [Fabio Ramos](/person/fabio-ramos), Nathan Ratliff, Dieter Fox [IEEE International Conference on Robotics and Automation (ICRA)](https://www.icra2023.org/) ### 2022 [Towards Precision-Aware Fault Tolerance Approaches for Mixed-Precision Applications](/publication/2022-11_towards-precision-aware-fault-tolerance-approaches-mixed-precision-applications) Bo Fang, [Siva Hari](/person/siva-hari), Timothy Tsai, Xinyi Li, Ganesh Gopalakrishnan, Ignacio Laguna, Kevin Barker, Ang Li [Workshop on Fault-Tolerance for HPC at Extreme Scale (FTXS)](https://ieeexplore.ieee.org/document/10024043) [Zhuyi: Perception Processing Rate Estimation for Safety in Autonomous Vehicles](/publication/2022-07_zhuyi-perception-processing-rate-estimation-safety-autonomous-vehicles) Yu-Shun Hsiao, [Siva Hari](/person/siva-hari), Michał Filipiuk, Timothy Tsai, [Michael B. Sullivan](/person/mike-sullivan), Vijay Janapa Reddi, Vasu Singh, [Steve Keckler](/person/stephen-keckler) [Design Automation Conference (DAC)](https://dl.acm.org/doi/10.1145/3489517.3530445) [Exploiting Temporal Data Diversity for Detecting Safety-critical Faults in AV Compute Systems](/publication/2022-06_exploiting-temporal-data-diversity-detecting-safety-critical-faults-av-compute) Saurabh Jha, Shengkun Cui, Timothy Tsai, [Siva Hari](/person/siva-hari), [Michael B. Sullivan](/person/mike-sullivan), Zbigniew T. Kalbarczyk, [Steve Keckler](/person/stephen-keckler), Ravishankar K. Iyer [International Conference on Dependable Systems and Networks (DSN)](https://ieeexplore.ieee.org/document/9833576) [Zhuyi: Perception Processing Rate Estimation for Safety in Autonomous Vehicles](/publication/2022-05_zhuyi-perception-processing-rate-estimation-safety-autonomous-vehicles) Yu-Shun Hsiao, [Siva Hari](/person/siva-hari), Michał Filipiuk, Timothy Tsai, [Michael B. Sullivan](/person/mike-sullivan), Vijay Janapa Reddi, Vasu Singh, [Steve Keckler](/person/stephen-keckler) [arXiv](https://arxiv.org/abs/2205.03347) [Characterizing and Mitigating Soft Errors in GPU DRAM](/publication/2022-03_characterizing-and-mitigating-soft-errors-gpu-dram) [Michael B. Sullivan](/person/mike-sullivan), Nirmal R. Saxena, [Mike O'Connor](/person/mike-o-connor), [Donghyuk Lee](/person/donghyuk-lee), Paul Racunas, Saurabh Hukerikar, Timothy Tsai, [Siva Kumar Sastry Hari](/person/siva-hari), [Stephen W. Keckler](/person/stephen-keckler) [IEEE Micro (Issue: Top Picks of the 2021 Computer Architecture Conferences)](https://ieeexplore.ieee.org/document/9744333) ### 2021 [Suraksha: A Framework to Analyze the Safety Implications of Perception Design Choices in AVs](/publication/2021-10_suraksha-framework-analyze-safety-implications-perception-design-choices-avs) Hengyu Zhao, [Siva Hari](/person/siva-hari), Timothy Tsai, [Michael B. Sullivan](/person/mike-sullivan), [Steve Keckler](/person/stephen-keckler), Jishen Zhao [International Symposium on Software Reliability Engineering (ISSRE)](https://ieeexplore.ieee.org/abstract/document/9700341) [Optimizing Selective Protection for CNN Resilience](/publication/2021-10_optimizing-selective-protection-cnn-resilience) Abdulrahman Mahmoud, [Siva Hari](/person/siva-hari), Christopher W. Fletcher, Sarita V. Adve, [Charbel Sakr](/person/charbel-sakr), Naresh Shanbhag, [Pavlo Molchanov](/person/pavlo-molchanov), [Michael B. Sullivan](/person/mike-sullivan), Timothy Tsai, [Steve Keckler](/person/stephen-keckler) [International Symposium on Software Reliability Engineering (ISSRE)](https://ieeexplore.ieee.org/document/9700317) [Characterizing and Mitigating Soft Errors in GPU DRAM](/publication/2021-10_characterizing-and-mitigating-soft-errors-gpu-dram-0) [Michael B. Sullivan](/person/mike-sullivan), Nirmal Saxena, [Mike O'Connor](/person/mike-o-connor), [Donghyuk Lee](/person/donghyuk-lee), Paul Racunas, Saurabh Hukerikar, Timothy Tsai, [Siva Hari](/person/siva-hari), [Steve Keckler](/person/stephen-keckler) [International Symposium on Microarchitecture (MICRO)](https://dl.acm.org/doi/10.1145/3466752.3480111) IEEE Micro Top Picks in Computer Architecture [Generating and Characterizing Scenarios for Safety Testing of Autonomous Vehicles](/publication/2021-07_generating-and-characterizing-scenarios-safety-testing-autonomous-vehicles) Zahra Ghodsi, [Siva Hari](/person/siva-hari), [Iuri Frosio](/person/iuri-frosio), Timothy Tsai, Alejandro Troccoli, [Steve Keckler](/person/stephen-keckler), Siddharth Garg, Anima Anandkumar [IEEE Intelligent Vehicles Symposium (IV)](https://ieeexplore.ieee.org/document/9576023) [Suraksha: A Quantitative AV Safety Evaluation Framework to Analyze Safety Implications of Perception Design Choices](/publication/2021-06_suraksha-quantitative-av-safety-evaluation-framework-analyze-safety) Hengyu Zhao, [Siva Hari](/person/siva-hari), Timothy Tsai, [Michael B. Sullivan](/person/mike-sullivan), [Steve Keckler](/person/stephen-keckler), Jishen Zhao [Workshop on Safety and Security of Intelligent Vehicles (SSIV)](https://ieeexplore.ieee.org/document/9502467) [NVBitFI: Dynamic Fault Injection for GPUs](/publication/2021-06_nvbitfi-dynamic-fault-injection-gpus) Timothy Tsai, [Siva Hari](/person/siva-hari), [Michael B. Sullivan](/person/mike-sullivan), Oreste Villa, [Steve Keckler](/person/stephen-keckler) [International Conference on Dependable Systems and Networks (DSN)](https://ieeexplore.ieee.org/abstract/document/9505068) [Simulation Driven Design and Test for Safety of AI Based Autonomous Vehicles](/publication/2021-06_simulation-driven-design-and-test-safety-ai-based-autonomous-vehicles) Vasu Singh, [Siva Hari](/person/siva-hari), Timothy Tsai, Mandar Pitale [Workshop on Safe Artificial Intelligence for Automated Driving (SAIAD)](https://ieeexplore.ieee.org/document/9522733) [Demystifying GPU Reliability: Comparing and Combining Beam Experiments, Fault Simulation, and Profiling](/publication/2021-05_demystifying-gpu-reliability-comparing-and-combining-beam-experiments-fault) Fernando Fernandes dos Santos, [Siva Hari](/person/siva-hari), Pedro Martins Basso, Luigi Carro, Paolo Rech [IEEE International Parallel & Distributed Processing Symposium (IPDPS)](https://ieeexplore.ieee.org/document/9460470) [Generating and Characterizing Scenarios for Safety Testing of Autonomous Vehicles](/publication/2021-03_generating-and-characterizing-scenarios-safety-testing-autonomous-vehicles) Zahra Ghodsi, [Siva Hari](/person/siva-hari), [Iuri Frosio](/person/iuri-frosio), Timothy Tsai, Alejandro Troccoli, [Steve Keckler](/person/stephen-keckler), Siddharth Garg, Anima Anandkumar [arXiv](https://arxiv.org/abs/2103.07403) [Making Convolutions Resilient via Algorithm-Based Error Detection Techniques](/publication/2021-03_making-convolutions-resilient-algorithm-based-error-detection-techniques) [Siva Hari](/person/siva-hari), [Michael B. Sullivan](/person/mike-sullivan), Timothy Tsai, [Steve Keckler](/person/stephen-keckler) [IEEE Transactions on Dependable and Secure Computing (TDSC)](https://ieeexplore.ieee.org/document/9366780) ### 2020 [GPU-Trident: Efficient Modeling of Error Propagation in GPU Programs](/publication/2020-11_gpu-trident-efficient-modeling-error-propagation-gpu-programs) Abdul Rehman Anwer, Guanpeng Li, Karthik Pattabiraman, [Michael B. Sullivan](/person/mike-sullivan), Timothy Tsai, [Siva Hari](/person/siva-hari) [The International Conference for High Performance Computing, Networking, Storag…](https://ieeexplore.ieee.org/abstract/document/9355257) [Generating and Characterizing Scenarios for Safety Testing of Autonomous Vehicles](/publication/2020-11_generating-and-characterizing-scenarios-safety-testing-autonomous-vehicles-0) Zahra Ghodsi, [Siva Hari](/person/siva-hari), [Iuri Frosio](/person/iuri-frosio), Timothy Tsai, Alejandro Troccoli, [Steve Keckler](/person/stephen-keckler), Siddharth Garg, Anima Anandkumar [IEEE International Workshop on Automotive Reliability & Test (ART)](https://www.ieee-tttc.org/ebshistory/2020/%5BPUB%5D%5BART_2020%5D_Fifth_IEEE_International_Workshop_on_Automotive_Reliability_&_Test_-_CALL_FOR_SUBMISSIONS_-_%22IEEE_TTTC's_EBS%22_%3Cebs@ieee-tttc.org%3E_-_2020-09-08_1209.eml.html) [Generating and Characterizing Scenarios for Safety Testing of Autonomous Vehicles](/publication/2020-11_generating-and-characterizing-scenarios-safety-testing-autonomous-vehicles) Zahra Ghodsi, [Siva Hari](/person/siva-hari), [Iuri Frosio](/person/iuri-frosio), Timothy Tsai, Alejandro Troccoli, [Steve Keckler](/person/stephen-keckler), Siddharth Garg, Anima Anandkumar [IEEE Automotive Reliability and Test Workshop](http://cas.polito.it/ART2020/) [AV-FUZZER: Finding Safety Violations in Autonomous Driving Systems](/publication/2020-10_av-fuzzer-finding-safety-violations-autonomous-driving-systems) Guangpeng Li, Yiran Li, Saurabh Jha, Timothy Tsai, [Michael B. Sullivan](/person/mike-sullivan), [Siva Hari](/person/siva-hari), Zbigniew Kalbarczyk, Ravishankar Iyer [International Symposium on Software Reliability Engineering (ISSRE)](https://ieeexplore.ieee.org/document/9251068) Best Paper award [HarDNN: Fine-Grained Vulnerability Evaluation and Protection for Convolutional Neural Networks](/publication/2020-09_hardnn-fine-grained-vulnerability-evaluation-and-protection-convolutional) Abdulrahman Mahmoud, [Siva Hari](/person/siva-hari), Christopher W. Fletcher, Sarita V. Adve, Charbel Sakr, Naresh Shanbhag, [Pavlo Molchanov](/person/pavlo-molchanov), [Michael B. Sullivan](/person/mike-sullivan), Timothy Tsai, [Steve Keckler](/person/stephen-keckler) [SRC TECHCON](https://src.secure-platform.com/a/page/techcon) [PyTorchFI: A Runtime Perturbation Tool for DNNs](/publication/2020-06_pytorchfi-runtime-perturbation-tool-dnns) Abdulrahman Mahmoud, Neeraj Aggarwal, Alex Nobbe, Jose Rodrigo Sanchez Vicarte, Sarita V. Adve, Christopher W. Fletcher, [Iuri Frosio](/person/iuri-frosio), [Siva Hari](/person/siva-hari) [Workshop on Dependable and Secure Machine Learning](https://ieeexplore.ieee.org/document/9151812) [Making Convolutions Resilient via Algorithm-Based Error Detection Techniques](/publication/2020-06_making-convolutions-resilient-algorithm-based-error-detection-techniques) [Siva Hari](/person/siva-hari), [Michael B. Sullivan](/person/mike-sullivan), Timothy Tsai, [Steve Keckler](/person/stephen-keckler) [arXiv](https://arxiv.org/abs/2006.04984) [Estimating Silent Data Corruption Rates Using a Two-Level Model](/publication/2020-04_estimating-silent-data-corruption-rates-using-two-level-model) [Siva Hari](/person/siva-hari), Paolo Rech, Timothy Tsai, [Mark Stephenson](/person/mark-stephenson), Arslan Zulfiqar, [Michael B. Sullivan](/person/mike-sullivan), Philip Shirvani, Paul Racunas, [Joel Emer](/person/joel-emer), [Steve Keckler](/person/stephen-keckler) [arXiv](https://arxiv.org/abs/2005.01445) [Feature Map Vulnerability Evaluation in CNNs](/publication/2020-03_feature-map-vulnerability-evaluation-cnns) Abdulrahman Mahmoud, [Siva Hari](/person/siva-hari), Christopher W. Fletcher, Sarita V. Adve, Charbel Sakr, Naresh Shanbhag, [Pavlo Molchanov](/person/pavlo-molchanov), [Michael B. Sullivan](/person/mike-sullivan), Timothy Tsai, [Steve Keckler](/person/stephen-keckler) [Workshop on Secure and Resilient Autonomy](http://sara-workshop.org/) [HarDNN: Feature Map Vulnerability Evaluation in CNNs](/publication/2020-02_hardnn-feature-map-vulnerability-evaluation-cnns) Abdulrahman Mahmoud, [Siva Hari](/person/siva-hari), Christopher W. Fletcher, Sarita V. Adve, Charbel Sakr, Naresh Shanbhag, [Pavlo Molchanov](/person/pavlo-molchanov), [Michael B. Sullivan](/person/mike-sullivan), Timothy Tsai, [Steve Keckler](/person/stephen-keckler) [arXiv](https://arxiv.org/abs/2002.09786) ### 2019 [Kayotee: A Fault Injection-based System to Assess the Safety and Reliability of Autonomous Vehicles to Faults and Errors](/publication/2019-07_kayotee-fault-injection-based-system-assess-safety-and-reliability-autonomous) Saurabh Jha, Timothy Tsai, [Siva Hari](/person/siva-hari), [Michael B. Sullivan](/person/mike-sullivan), Zbigniew Kalbarczyk, [Steve Keckler](/person/stephen-keckler), Ravishankar K. Iyer [arXiv](https://arxiv.org/abs/1907.01024) [ML-based Fault Injection for Autonomous Vehicles: A Case for Bayesian Fault Injection](/publication/2019-07_ml-based-fault-injection-autonomous-vehicles-case-bayesian-fault-injection) Saurabh Jha, Subho S. Banerjee, Timothy Tsai, [Siva Hari](/person/siva-hari), [Michael B. Sullivan](/person/mike-sullivan), Zbigniew T. Kalbarczyk, [Steve Keckler](/person/stephen-keckler), Ravishankar K. Iyer [arXiv](https://arxiv.org/abs/1907.01051) [GPU Snapshot: Checkpoint Offloading for GPU-Dense Systems](/publication/2019-06_gpu-snapshot-checkpoint-offloading-gpu-dense-systems) Kyushick Lee, [Michael B. Sullivan](/person/mike-sullivan), [Siva Hari](/person/siva-hari), Timothy Tsai, [Steve Keckler](/person/stephen-keckler), Mattan Erez [International Conference on Supercomputing](https://dl.acm.org/doi/10.1145/3330345.3330361) [On the Trend of Resilience for GPU-Dense Systems](/publication/2019-06_trend-resilience-gpu-dense-systems) Kyushick Lee, [Michael B. Sullivan](/person/mike-sullivan), [Siva Hari](/person/siva-hari), Timothy Tsai, [Steve Keckler](/person/stephen-keckler), Mattan Erez [International Conference on Dependable Systems and Networks, Supplemental (DSN-…](https://ieeexplore.ieee.org/document/8805794) Best of SELSE (Workshop on Silicon Errors in Logic - System Effects) [ML-based Fault Injection for Autonomous Vehicles: A Case for Bayesian Fault Injection](/publication/2019-06_ml-based-fault-injection-autonomous-vehicles-case-bayesian-fault-injection) Saurabh Jha, Subho Banerjee, Timothy Tsai, [Siva Hari](/person/siva-hari), [Michael B. Sullivan](/person/mike-sullivan), Zbigniew T. Kalbarczyk, [Steve Keckler](/person/stephen-keckler), Ravishankar K. Iyer [International Conference on Dependable Systems and Networks (DSN)](https://ieeexplore.ieee.org/abstract/document/8809495) [Towards Analytically Evaluating the Error Resilience of GPU Programs](/publication/2019-03_towards-analytically-evaluating-error-resilience-gpu-programs) Abdul Rehman Anwer, Guanpeng Li, Karthik Pattabiraman, [Siva Hari](/person/siva-hari), [Michael B. Sullivan](/person/mike-sullivan), Timothy Tsai [IEEE Workshop on Silicon Errors in Logic – System Effects (SELSE)](https://selse.org/2019-archive/) [On the Trend of Resilience for GPU-Dense Systems](/publication/2019-03_trend-resilience-gpu-dense-systems) Kyushick Lee, [Michael B. Sullivan](/person/mike-sullivan), [Siva Hari](/person/siva-hari), Timothy Tsai, [Steve Keckler](/person/stephen-keckler), Mattan Erez [IEEE Workshop on Silicon Errors in Logic – System Effects (SELSE)](https://selse.org/2019-archive/) Award paper ### 2018 [Optimizing Software-Directed Instruction Replication for GPU Error Detection ](/publication/2018-11_optimizing-software-directed-instruction-replication-gpu-error-detection) Abdulrahman Mahmoud, [Siva Hari](/person/siva-hari), [Michael B. Sullivan](/person/mike-sullivan), Timothy Tsai, [Steve Keckler](/person/stephen-keckler) [ International Conference for High-Performance Computing, Networking, Storage a…](https://dl.acm.org/doi/10.5555/3291656.3291746) [Kayotee: A Fault Injection-based System to Assess the Safety and Reliability of Autonomous Vehicles to Faults and Errors](/publication/2018-11_kayotee-fault-injection-based-system-assess-safety-and-reliability-autonomous) Saurabh Jha, Timothy Tsai, [Siva Hari](/person/siva-hari), [Michael B. Sullivan](/person/mike-sullivan), Zbigniew Kalbarczyk, [Steve Keckler](/person/stephen-keckler), Ravishankar K. Iyer [Third IEEE International Workshop on Automotive Reliability & Test](http://www.lirmm.fr/art18/) [SwapCodes: Error Codes for Hardware-Software Cooperative GPU Pipeline Error Detection](/publication/2018-10_swapcodes-error-codes-hardware-software-cooperative-gpu-pipeline-error) [Michael B. Sullivan](/person/mike-sullivan), [Siva Hari](/person/siva-hari), [Brian Zimmer](/person/brian-zimmer), Timothy Tsai, [Stephen W. Keckler](/person/stephen-keckler) [The International Symposium on Microarchitecture (MICRO)](https://ieeexplore.ieee.org/document/8574584) [Modeling Soft Error Propagation in Programs](/publication/2018-06_modeling-soft-error-propagation-programs) Guanpeng Li, Karthik Pattabiraman, [Siva Hari](/person/siva-hari), [Michael B. Sullivan](/person/mike-sullivan), Timothy Tsai [International Conference on Dependable Systems and Networks (DSN)](https://ieeexplore.ieee.org/document/8416468) ### 2017 [Understanding Error Propagation in Deep Learning Neural Network (DNN) Accelerators and Applications](/publication/2017-11_understanding-error-propagation-deep-learning-neural-network-dnn-accelerators) Guanpeng Li, [Siva Hari](/person/siva-hari), [Michael B. Sullivan](/person/mike-sullivan), Timothy Tsai, Karthik Pattabiraman, [Joel Emer](/person/joel-emer), [Steve Keckler](/person/stephen-keckler) [The International Conference for High Performance Computing, Networking, Storag…](https://dl.acm.org/doi/10.1145/3126908.3126964) [SASSIFI: An Architecture-level Fault Injection Tool for GPU Application Resilience Evaluation](/publication/2017-04_sassifi-architecture-level-fault-injection-tool-gpu-application-resilience) [Siva Hari](/person/siva-hari), Timothy Tsai, [Mark Stephenson](/person/mark-stephenson), [Steve Keckler](/person/stephen-keckler), [Joel Emer](/person/joel-emer) [International Symposium on Performance Analysis of Systems and Software (ISPASS)](https://ieeexplore.ieee.org/document/7975296) ### 2016 [Approxilyzer: Towards A Systematic Framework for Instruction-Level Approximate Computing and its Application to Hardware Resiliency](/publication/2016-10_approxilyzer-towards-systematic-framework-instruction-level-approximate) Radha Venkatagiri, Abdulrahman Mahmoud, [Siva Hari](/person/siva-hari), Sarita Adve [International Symposium on Microarchitecture (MICRO)](https://ieeexplore.ieee.org/document/7783745) [An Analytical Model for Hardened Latch Selection and Exploration](/publication/2016-03_analytical-model-hardened-latch-selection-and-exploration) [Michael B. Sullivan](/person/mike-sullivan), [Brian Zimmer](/person/brian-zimmer), [Siva Hari](/person/siva-hari), Timothy Tsai, [Steve Keckler](/person/stephen-keckler) [Workshop on Silicon Errors in Logic--System Effects (SELSE)](http://www.selse.org/) ### 2015 [Flexible Software Profiling of GPU Architectures](/publication/2015-06_flexible-software-profiling-gpu-architectures) [Mark Stephenson](/person/mark-stephenson), [Siva Hari](/person/siva-hari), Yunsup Lee, Eiman Ebrahimi, Daniel Johnson, [David Nellans](/person/david-nellans), [Mike O'Connor](/person/mike-o-connor), [Steve Keckler](/person/stephen-keckler) [International Symposium on Computer Architecture (ISCA)](https://dl.acm.org/doi/10.1145/2749469.2750375) [Locality-Driven Dynamic GPU Cache Bypassing](/publication/2015-06_locality-driven-dynamic-gpu-cache-bypassing) Chao Li, Shuaiwen Leon Song, Hongwen Dai, [Siva Hari](/person/siva-hari), [Albert Sidelnik](/person/albert-sidelnik), Huiyang Zhou [International Conference on Supercomputing (ICS)](https://dl.acm.org/doi/10.1145/2751205.2751237) [SASSIFI: Evaluating Resilience of GPU Applications](/publication/2015-03_sassifi-evaluating-resilience-gpu-applications) [Siva Hari](/person/siva-hari), Timothy Tsai, [Mark Stephenson](/person/mark-stephenson), [Steve Keckler](/person/stephen-keckler), [Joel Emer](/person/joel-emer) [Workshop on Silicon Errors in Logic - System Effects (SELSE-11)](https://selse.org/previous-workshops/2017-archive-2/2015-program/) ### 2014 [Measuring the Radiation Reliability of SRAM Structures in GPUs Designed for HPC](/publication/2014-04_measuring-radiation-reliability-sram-structures-gpus-designed-hpc) Paolo Rech, Luigi Carro, Nicholas Wang, Timothy Tsai, [Siva Hari](/person/siva-hari), [Steve Keckler](/person/stephen-keckler) [Workshop on Silicon Errors in Logic - System Effects (SELSE-10)](https://selse.org)