Publications

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Heat Equation Neural Simulation

William Mark Severa

Marketing or Promotional – 2020 Marketing or Promotional 2020

Assessing Noise Robustness of Spiking Weight Agnostic Neural Networks

IEEE Space Computing Conference (SCC)

Abrar Anwar, Craig Michael Vineyard, William Mark Severa, Suma George Cardwell

Abstract – 2020 Abstract 2020

Neuromorphic scaling advantages for energy-efficient random walk computations

John Darby Smith, Aaron Jamison Hill, Leah Reeder, Brian C. Franke, Richard B. Lehoucq, Ojas D. Parekh, William Mark Severa, James Bradley Aimone

https://www.osti.gov/search/identifier:1671377

SAND Report – 2020 SAND Report 2020

Brief Announcement: Provable neuromorphic advantages for computing constrained shortest paths

32nd ACM Symposium on Parallelism in Algorithms and Architectures

James Bradley Aimone, Yang Ho, Ojas D. Parekh, Cynthia Ann Phillips, Ali Pinar, William Mark Severa, Yipu Wang

https://www.osti.gov/search/identifier:1814114

Conference Paper – 2020 Conference Paper 2020

Solving a steady-state pde using spiking networks and neuromorphic hardware

International Conference on Neuromorphic Systems

John Darby Smith, William Mark Severa, Aaron Jamison Hill, Leah Reeder, Ojas D. Parekh, Brian C. Franke, Richard B. Lehoucq, James Bradley Aimone

https://www.osti.gov/search/identifier:1813714

Conference Paper – 2020 Conference Paper 2020

Effective Pruning of Binary Activation Networks

International Conference on Neuromorphic Systems

William Mark Severa, Ryan Anthony Dellana, Craig Michael Vineyard

https://www.osti.gov/search/identifier:1808939

Conference Paper – 2020 Conference Paper 2020

Evolving Spiking Circuit Motifs Using Weight Agnostic Neural Networks

International Conference on Neuromorphic Systems

Abrar Anwar, Suma George Cardwell, Srideep Musuvathy, William Mark Severa, Craig Michael Vineyard

https://www.osti.gov/search/identifier:1808779

Conference Paper – 2020 Conference Paper 2020

Solving a steady-state pde using spiking networks and neuromorphic hardware

International Conference on Neuromorphic Systems

John Darby Smith, William Mark Severa, Aaron Jamison Hill, Leah Evelyn Reeder, Brian C. Franke, Richard B. Lehoucq, Ojas D. Parekh, James Bradley Aimone

https://www.osti.gov/search/identifier:1808426

Conference Paper – 2020 Conference Paper 2020

Effective Pruning of Binary Activation Neural Networks

International Conference on Neuromorphic Systems

William Mark Severa, Ryan Anthony Dellana, Craig Michael Vineyard

https://www.osti.gov/search/identifier:1808427

Conference Paper – 2020 Conference Paper 2020

Brief Announcement: Provable neuromorphic advantages for computing constrained shortest paths

32nd ACM Symposium on Parallelism in Algorithms and Architectures (SPAA 2020)

James Bradley Aimone, Yang Ho, Ojas D. Parekh, Cynthia Ann Phillips, Ali Pinar, William Mark Severa, Yipu Wang

https://www.osti.gov/search/identifier:1808434

Conference Paper – 2020 Conference Paper 2020

Evolving Spiking Circuit Motifs using Weight Agnostic Neural Networks

International Conference on Neuromorphic Systems

Abrar Anwar, Suma George Cardwell, Srideep Musuvathy, William Mark Severa, Craig Michael Vineyard

https://www.osti.gov/search/identifier:1804991

Conference Paper – 2020 Conference Paper 2020

Truly heterogeneous HPC: co-design to achieve what science needs from HPC

Smoky Mountains Computational Sciences & Engineering Conference

Suma George Cardwell, James Bradley Aimone, Craig Michael Vineyard, William Mark Severa, Frances S. Chance

Abstract – 2020 Abstract 2020

Hyperparameter Optimization in Binary Communication Networks for Neuromorphic Deployment

International Joint Conference on Neural Networks

Maryam (ORNL) Parsa, Catherine (ORNL) Schuman, Prasanna (ORNL) Date, Derek (ORNL) Rose, Bill (ORNL) Kay, J. Parker (ORNL) Mitchell, Steven (ORNL) Young, Ryan Anthony Dellana, William Mark Severa, Thomas (ORNL) Potok, Kaushik (Purdue) Roy

https://www.osti.gov/search/identifier:1774230

Conference Paper – 2020 Conference Paper 2020

SEEK - Scoping neuromorphic architecture impact enabling advanced sensing capabilities

Nuclear Security Applications Research & Development (NSARD)

Craig Michael Vineyard, James Bradley Aimone, William Mark Severa, Mark Plagge, Thomas A. Reichardt, Andrew Sornborger

https://www.osti.gov/search/identifier:1772874

Display or Poster (non-conference) – 2020 Display or Poster (non-conference) 2020

Spike Processing for Improved Radiation Tolerance and Low Power Space Missions

Nuclear Explosion Monitoring Annual Meeting

Park Hays, Arlo L. Ames, Ryan Anthony Dellana, Matthew J. Kagie, Andrew J. Scholand, William Mark Severa, Joshua Shank, Craig Michael Vineyard

https://www.osti.gov/search/identifier:1770682

Presentation (non-conference) – 2020 Presentation (non-conference) 2020

Evaluating complexity and resilience trade-offs in emerging memory inference machines

2020 Neuro-Inspired Computational Elements Workshop

Christopher Bennett, Ryan Anthony Dellana, Tianyao Xiao, Benjamin Feinberg, Sapan Agarwal, Suma George Cardwell, Matthew Marinella, William Mark Severa, James Bradley Aimone

https://www.osti.gov/search/identifier:1768142

Conference Paper – 2020 Conference Paper 2020

Leveraging Random Walks to Solve IPDEs on Spiking Neuromorphic Hardware

SIAM Parallel Processing

John Darby Smith, James Bradley Aimone, William Mark Severa

https://www.osti.gov/search/identifier:1765110

Conference Paper – 2020 Conference Paper 2020

Platform-Agnostic Neural Algorithm Composition using Fugu

NeuroInspired Computational Elements Workshop

William Mark Severa

Abstract – 2020 Abstract 2020

Advanced Computing for CAV Presentations to Automotive Industry

Industry Visit for Adv Computing for CAV

Christopher D. Moen, Zhiyong Li, William Mark Severa

https://www.osti.gov/search/identifier:1765087

Presentation (non-conference) – 2020 Presentation (non-conference) 2020

Neural-Inspired Computation for Efficient Scientific Computing via Random Walks and Surrogate Models

Joint Mathematics Meetings

William Mark Severa

https://www.osti.gov/search/identifier:1761899

Conference Paper – 2020 Conference Paper 2020

Solving IPDEs on Spiking Neuromorphic Hardware

Joint Math Meetings

John Darby Smith, James Bradley Aimone, Brian C. Franke, Aaron Jamison Hill, Richard B. Lehoucq, Ojas D. Parekh, Leah Evelyn Reeder, William Mark Severa

https://www.osti.gov/search/identifier:1761032

Conference Paper – 2020 Conference Paper 2020

The Future of Computing: Integrating Scientific Computation on Neuromorphic Systems

Leah Evelyn Reeder, James Bradley Aimone, William Mark Severa

https://www.osti.gov/search/identifier:1592947

Report – 2019 Report 2019

Workshop on Advanced Computing for Connected and Automated Vehicles

Christian Mailhiot, William Mark Severa, Christopher D. Moen, T. B. Jones

SAND Report – 2019 SAND Report 2019

Context-modulation of hippocampal dynamics and deep convolutional networks

Neuroscience 2019

Felix Wang, William Mark Severa, James Bradley Aimone

https://www.osti.gov/search/identifier:1642866

Conference Paper – 2019 Conference Paper 2019

Mosaics, a technique to make neuromorphic computing scalable, adaptive and flexible

International Conference on Artificial Intelligence Circuits and Systems

Suma George Cardwell, James Bradley Aimone, Christopher Bennett, Ryan Anthony Dellana, Suma George Cardwell, William Mark Severa

https://www.osti.gov/search/identifier:1642761

Conference Paper – 2019 Conference Paper 2019
Document Title Type Year
Results 26–50 of 121