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Journal Articles
- 2023
[j5]Robert P. Dick
, Rob Aitken, Jace Mogill, John Paul Strachan, Kirk Bresniker, Wei Lu, Yorie Nakahira, Zhiyong Li, Matthew J. Marinella, William Severa, A. Alec Talin, Craig M. Vineyard, Suhas Kumar, Christian Mailhiot, Lennie Klebanoff:
Research Challenges for Energy-Efficient Computing in Automated Vehicles. Computer 56(3): 47-58 (2023)- 2022
- [j4]James B. Aimone, Prasanna Date, Gabriel A. Fonseca Guerra, Kathleen E. Hamilton, Kyle Henke, Bill Kay, Garrett T. Kenyon, Shruti R. Kulkarni, Susan M. Mniszewski, Maryam Parsa, Sumedh R. Risbud, Catherine D. Schuman, William Severa, J. Darby Smith:
A review of non-cognitive applications for neuromorphic computing. Neuromorph. Comput. Eng. 2(2): 32003 (2022) - 2019
- [j3]William Severa, Craig M. Vineyard, Ryan Dellana, Stephen J. Verzi, James B. Aimone:
Training deep neural networks for binary communication with the Whetstone method. Nat. Mach. Intell. 1(2): 86-94 (2019) - 2017
- [j2]William Severa, Ojas Parekh, Conrad D. James, James B. Aimone:
A Combinatorial Model for Dentate Gyrus Sparse Coding. Neural Comput. 29(1): 94-117 (2017) - 2012
- [j1]Francine Blanchet-Sadri, Jane I. Kim, Robert Mercas, William Severa, Sean Simmons, Dimin Xu:
Avoiding abelian squares in partial words. J. Comb. Theory, Ser. A 119(1): 257-270 (2012)
Conference and Workshop Papers
- 2023
- [c23]William Severa, Suma George Cardwell, Michael Krygier, Fredrick H. Rothganger, Craig Michael Vineyard:
Neuromorphic Population Evaluation using the Fugu Framework. ICONS 2023: 42:1-42:7 - [c22]James B. Aimone, William Severa, J. Darby Smith:
Synaptic Sampling of Neural Networks. ICRC 2023: 1-9 - [c21]Bradley H. Theilman, Yipu Wang, Ojas Parekh, William Severa, J. Darby Smith, James B. Aimone:
Stochastic Neuromorphic Circuits for Solving MAXCUT. IPDPS 2023: 779-787 - 2022
- [c20]William Severa, J. Darby Smith, James Bradley Aimone, Richard B. Lehoucq:
Learning to Parameterize a Stochastic Process Using Neuromorphic Data Generation. ICONS 2022: 7:1-7:7 - [c19]Craig M. Vineyard, Suma Cardwell, Frances S. Chance, Srideep Musuvathy, Fred Rothganger, William Severa, John Darby Smith, Corinne Teeter, Felix Wang, James B. Aimone:
Neural Mini-Apps as a Tool for Neuromorphic Computing Insight. NICE 2022: 40-49 - 2021
- [c18]James B. Aimone, Richard B. Lehoucq, William Severa, J. Darby Smith:
Assessing a Neuromorphic Platform for use in Scientific Stochastic Sampling. ICRC 2021: 64-73 - [c17]James B. Aimone, Aaron J. Hill, William M. Severa, Craig M. Vineyard:
Spiking Neural Streaming Binary Arithmetic. ICRC 2021: 79-83 - [c16]James B. Aimone, Yang Ho, Ojas Parekh, Cynthia A. Phillips, Ali Pinar, William Severa, Yipu Wang:
Provable Advantages for Graph Algorithms in Spiking Neural Networks. SPAA 2021: 35-47 - 2020
- [c15]William Severa, Ryan Dellana, Craig M. Vineyard:
Effective Pruning of Binary Activation Neural Networks. ICONS 2020: 10:1-10:5 - [c14]J. Darby Smith, William Severa, Aaron J. Hill, Leah Reeder, Brian Franke, Richard B. Lehoucq, Ojas D. Parekh, James B. Aimone:
Solving a steady-state PDE using spiking networks and neuromorphic hardware. ICONS 2020: 27:1-27:8 - [c13]Maryam Parsa, Catherine D. Schuman, Prasanna Date, Derek C. Rose, Bill Kay, J. Parker Mitchell, Steven R. Young, Ryan Dellana, William Severa, Thomas E. Potok, Kaushik Roy:
Hyperparameter Optimization in Binary Communication Networks for Neuromorphic Deployment. IJCNN 2020: 1-9 - [c12]Christopher H. Bennett, Ryan Dellana, T. Patrick Xiao, Ben Feinberg, Sapan Agarwal, Suma Cardwell, Matthew J. Marinella, William Severa, Brad Aimone:
Evaluating complexity and resilience trade-offs in emerging memory inference machines. NICE 2020: 22:1-22:4 - [c11]Suma George Cardwell, Craig M. Vineyard, William Severa, Frances S. Chance, Fredrick H. Rothganger, Felix Wang, Srideep Musuvathy, Corinne Teeter, James B. Aimone:
Truly Heterogeneous HPC: Co-design to Achieve What Science Needs from HPC. SMC 2020: 349-365 - [c10]James B. Aimone, Yang Ho, Ojas Parekh, Cynthia A. Phillips, Ali Pinar, William Severa, Yipu Wang:
Provable Neuromorphic Advantages for Computing Shortest Paths. SPAA 2020: 497-499 - 2019
- [c9]James B. Aimone, William Severa, Craig M. Vineyard:
Composing neural algorithms with Fugu. ICONS 2019: 3:1-3:8 - [c8]Craig M. Vineyard, Sam Green, William M. Severa, Çetin Kaya Koç:
Benchmarking Event-Driven Neuromorphic Architectures. ICONS 2019: 13:1-13:5 - [c7]James B. Aimone, Ojas Parekh, Cynthia A. Phillips, Ali Pinar, William Severa, Helen Xu:
Dynamic Programming with Spiking Neural Computing. ICONS 2019: 20:1-20:9 - 2018
- [c6]William Severa, Rich Lehoucq, Ojas Parekh, James B. Aimone:
Spiking Neural Algorithms for Markov Process Random Walk. IJCNN 2018: 1-8 - 2017
- [c5]Aaron J. Hill, Jonathon W. Donaldson, Fredrick H. Rothganger, Craig M. Vineyard, David R. Follett, Pamela L. Follett, Michael R. Smith, Stephen J. Verzi, William Severa, Felix Wang, James B. Aimone, John H. Naegle, Conrad D. James:
A Spike-Timing Neuromorphic Architecture. ICRC 2017: 1-8 - [c4]Timothy J. Draelos, Nadine E. Miner, Christopher C. Lamb, Jonathan A. Cox, Craig M. Vineyard, Kristofor D. Carlson, William M. Severa, Conrad D. James, James B. Aimone:
Neurogenesis deep learning: Extending deep networks to accommodate new classes. IJCNN 2017: 526-533 - [c3]James B. Aimone, Ojas Parekh, William Severa:
Neural computing for scientific computing applications: more than just machine learning. NCS 2017: 7:1-7:6 - 2016
- [c2]William Severa, Ojas Parekh, Kristofor D. Carlson, Conrad D. James, James B. Aimone:
Spiking network algorithms for scientific computing. ICRC 2016: 1-8 - 2010
- [c1]Francine Blanchet-Sadri, Jane I. Kim, Robert Mercas, William Severa, Sean Simmons:
Abelian Square-Free Partial Words. LATA 2010: 94-105
Informal and Other Publications
- 2023
- [i14]James B. Aimone, William Severa, J. Darby Smith:
Synaptic Sampling of Neural Networks. CoRR abs/2311.13038 (2023) - [i13]Craig M. Vineyard, William M. Severa, James B. Aimone:
Neuromorphic Co-Design as a Game. CoRR abs/2312.14954 (2023) - 2022
- [i12]James B. Aimone, Aaron J. Hill, William M. Severa, Craig M. Vineyard:
Spiking Neural Streaming Binary Arithmetic. CoRR abs/2203.12662 (2022) - [i11]Bradley H. Theilman, Yipu Wang, Ojas D. Parekh, William Severa, J. Darby Smith, James B. Aimone:
Stochastic Neuromorphic Circuits for Solving MAXCUT. CoRR abs/2210.02588 (2022) - 2021
- [i10]J. Darby Smith, Aaron J. Hill, Leah E. Reeder, Brian C. Franke, Richard B. Lehoucq, Ojas Parekh, William Severa, James B. Aimone:
Neuromorphic scaling advantages for energy-efficient random walk computation. CoRR abs/2107.13057 (2021) - 2020
- [i9]Christopher H. Bennett, Ryan Dellana, T. Patrick Xiao, Ben Feinberg, Sapan Agarwal, Suma Cardwell, Matthew J. Marinella, William Severa, Brad Aimone:
Evaluating complexity and resilience trade-offs in emerging memory inference machines. CoRR abs/2003.10396 (2020) - [i8]Maryam Parsa, Catherine D. Schuman, Prasanna Date, Derek C. Rose, Bill Kay, J. Parker Mitchell, Steven R. Young, Ryan Dellana, William Severa, Thomas E. Potok, Kaushik Roy:
Hyperparameter Optimization in Binary Communication Networks for Neuromorphic Deployment. CoRR abs/2005.04171 (2020) - [i7]J. Darby Smith, William Severa, Aaron J. Hill, Leah Reeder, Brian Franke, Richard B. Lehoucq, Ojas D. Parekh, James B. Aimone:
Solving a steady-state PDE using spiking networks and neuromorphic hardware. CoRR abs/2005.10904 (2020) - 2019
- [i6]James B. Aimone, William Severa, Craig M. Vineyard:
Composing Neural Algorithms with Fugu. CoRR abs/1905.12130 (2019) - 2018
- [i5]William Severa, Rich Lehoucq, Ojas Parekh, James B. Aimone:
Spiking Neural Algorithms for Markov Process Random Walk. CoRR abs/1805.00509 (2018) - [i4]William Severa, Craig M. Vineyard, Ryan Dellana, Stephen J. Verzi, James B. Aimone:
Whetstone: A Method for Training Deep Artificial Neural Networks for Binary Communication. CoRR abs/1810.11521 (2018) - [i3]Jeffrey L. Krichmar, William Severa, Salar M. Khan, James Leland Olds:
Making BREAD: Biomimetic strategies for Artificial Intelligence Now and in the Future. CoRR abs/1812.01184 (2018) - 2017
- [i2]William M. Severa, Jerilyn A. Timlin, Suraj Kholwadwala, Conrad D. James, James B. Aimone:
Data-driven Feature Sampling for Deep Hyperspectral Classification and Segmentation. CoRR abs/1710.09934 (2017) - [i1]James B. Aimone, William M. Severa:
Context-modulation of hippocampal dynamics and deep convolutional networks. CoRR abs/1711.09876 (2017)
Coauthor Index
aka: Ojas D. Parekh
aka: John Darby Smith
aka: Craig Michael Vineyard
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