Publications

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A Neuromorphic Future for Classic Computing Tasks

2021 Neuro Inspired Computational Elements Conference

James Bradley Aimone

https://www.osti.gov/search/identifier:1855320

Conference Presentation – 2021 Conference Presentation 2021

Learning to Solve an Inverse Problem Using Neuromorphic Data Generation

Smoky Mountains Conference

John Darby Smith, William Mark Severa, Richard B. Lehoucq, James Bradley Aimone

Abstract – 2021 Abstract 2021

Scaling up Markov Chain Monte Carlo on Loihi

Intel INRC Winter Meeting 2021

James Bradley Aimone

https://www.osti.gov/search/identifier:1848044

Conference Presentation – 2021 Conference Presentation 2021

A roadmap for reaching the potential of brain-derived computing

Advanced Intelligent Systems

James Bradley Aimone

https://www.osti.gov/search/identifier:1760460

Journal Article – 2020 Journal Article 2020

Preparing for the Next Generation of Brain-Inspired AI

ValleyML

James Bradley Aimone

https://www.osti.gov/search/identifier:1826436

Conference Presentation – 2020 Conference Presentation 2020

Mosaic, The Best of Both Worlds: Analog devices with Digital Spiking Communication to build a Hybrid Neural Network Accelerator

James Bradley Aimone, Christopher Bennett, Suma George Cardwell, Ryan Anthony Dellana, Tianyao Xiao

https://www.osti.gov/search/identifier:1673175

SAND Report – 2020 SAND Report 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

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

Smoky Mountains Computational Sciences & Engineering Conference

Suma George Cardwell, James Bradley Aimone

https://www.osti.gov/search/identifier:1818046

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

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

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

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

A Neuromorphic Future for Classic Computing Problems

2020 NICE Workshop

James Bradley Aimone

Abstract – 2020 Abstract 2020

A Neuromorphic Future for Classic Computing Tasks

Intel INRC Forum

James Bradley Aimone

https://www.osti.gov/search/identifier:1785161

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

Crossing the Cleft: Communication Challenges Between Neuroscience and Artificial Intelligence

Frontiers in Computational Neuroscience

Frances S. Chance, James Bradley Aimone, Srideep Musuvathy, Michael Reed Smith, Craig Michael Vineyard, Felix Wang

https://www.osti.gov/search/identifier:1617318

Journal Article – 2020 Journal Article 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

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

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

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

Leveraging Random Walks and Neuromorphic Hardware to Solve Elliptical Integro-PDEs

SIAM Parallel Processing

John Darby Smith, James Bradley Aimone

Abstract – 2019 Abstract 2019

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

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

Neuro-Inspired Computational Elements Workshop

Suma George Cardwell, Christopher Bennett, James Bradley Aimone, Ryan Anthony Dellana, Sapan Aggarwal

https://www.osti.gov/search/identifier:1643292

Conference Paper – 2019 Conference Paper 2019

Preparing for the Next Generation of AI

UT San Antonio AI Summit

James Bradley Aimone

https://www.osti.gov/search/identifier:1643272

Conference Paper – 2019 Conference Paper 2019

Computing with Spikes

SRC Decadal Planning Workshop

James Bradley Aimone

https://www.osti.gov/search/identifier:1646089

Presentation (non-conference) – 2019 Presentation (non-conference) 2019
Document Title Type Year
Results 26–50 of 242