Energy Efficient Deep Neural Network Processing: Digital CMOS Limits and Prospects for Analog In-Memory Computing
Energy Consequences of Information conference
Matthew Marinella, Tianyao Xiao, Christopher Bennett, Benjamin Feinberg, William Wahby, Robin B Jacobs-Gedrim, Vineet Agrawal, Helmut Puchner, Hugh Barnaby, Sapan Agarwal
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Conference Presentation – 2022
Conference Presentation
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2022 |
Energy-efficient stateful logic with magnetic domain walls
No specific conference
Tianyao Xiao, Christopher Bennett, Xuan Hu, Benjamin Feinberg, Robin B Jacobs-Gedrim, Sapan Agarwal, John Brunhaver, Joseph Friedman, Jean Anne Incorvia, Matthew Marinella
https://www.osti.gov/search/identifier:1819252
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Presentation (non-conference) – 2020
Presentation (non-conference)
|
2020 |
Sandia National Laboratories COVID-19 LDRD Project Summaries
Amy Treece, William Corbin, Susan A. Caskey, Raga Krishnakumar, Kelly Porter Williams, Darren W. Branch, Brooke Nicole Harmon, Ronen Polsky, Travis Ladell Bauer, Patrick D. Finley, Robert Fredric Jeffers, Cosmin Safta, Monear Makvandi, Carl Damon Laird, Stefan P. Domino, Clifford K. Ho, Anne Mary Grillet, Jose L Pacheco, Martin Nemer, Grant Andrew Rossman, Jeffrey P. Koplow, Mathias C. Celina, Brad Howard Jones, Patrick D Burton, Ryan P Haggerty, Robin B Jacobs-Gedrim, Paul Mark Thelen
https://www.osti.gov/search/identifier:1617440
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Report – 2020
Report
|
2020 |
Energy-efficient stateful logic with magnetic domain walls
SPIE Optics + Photonics
Tianyao Xiao, Christopher Bennett, Xuan Hu, Benjamin Feinberg, Robin B Jacobs-Gedrim, Sapan Agarwal, John Brunhaver, Joseph Friedman, Jean Anne Incorvia, Matthew Marinella
|
Abstract – 2020
Abstract
|
2020 |
Energy and Performance Benchmarking of Domain Wall-Magnetic Tunnel Junction Logic Circuits
IEEE International Magnetics Conference
Tianyao Xiao, Christopher Bennett, Xuan Hu, Benjamin Feinberg, Robin B Jacobs-Gedrim, Sapan Agarwal, John Brunhaver, Joseph Friedman, Jean Anne Incorvia, Matthew Marinella
|
Abstract – 2020
Abstract
|
2020 |
Energy and Performance Benchmarking of a Domain Wall-Magnetic Tunnel Junction Multibit Adder
IEEE Journal of Exploratory Solid-State Computational Devices and Circuits
Tianyao Xiao, Christopher Bennett, Xuan Hu, Benjamin Feinberg, Robin B Jacobs-Gedrim, Sapan Agarwal, John Brunhaver, Joseph Friedman, Jean Anne Incorvia, Matthew Marinella
https://www.osti.gov/search/identifier:1595031
|
Journal Article – 2019
Journal Article
|
2019 |
Ultra-Efficient Neuromorphic Algorithm Acceleration Enabled by Resistive Memory (ReRAM) Crossbars
Energy Consequences of Information Workshop
Matthew Marinella, Sapan Agarwal, Robin B Jacobs-Gedrim, David Russell Hughart, Isaac Richter, Alexander W Hsia, Elliot James Fuller, Albert Alec Talin, Ronald S. Goeke, Steven J. Plimpton, Conrad D. James
https://www.osti.gov/search/identifier:1641228
|
Conference Paper – 2019
Conference Paper
|
2019 |
Ultra-Efficient Neuromorphic Algorithm Acceleration Enabled by Resistive Memory (ReRAM) Crossbars
Energy Consequences of Information Workshop
Matthew Marinella, Sapan Agarwal, Robin B Jacobs-Gedrim, David Russell Hughart, Isaac Richter, Alexander W Hsia, Elliot James Fuller, Albert Alec Talin, Ronald S. Goeke, Steven J. Plimpton, Conrad D. James
https://www.osti.gov/search/identifier:1641227
|
Conference Paper – 2019
Conference Paper
|
2019 |
Nanoionics for Neuromorphic Computing
21st International Conference on Solid State Ionics
Matthew Marinella, Sapan Agarwal, Robin B Jacobs-Gedrim, Alexander W Hsia, David Russell Hughart, Elliot James Fuller, Steven J. Plimpton, Ronald S. Goeke, Albert Alec Talin, Conrad D. James
|
Abstract – 2019
Abstract
|
2019 |
Ultra-Efficient Neural Algorithm Accelerator Using Processing With Memory
5th Neuro Inspired Computational Elements Workshop
Matthew Marinella, Sapan Agarwal, Robin B Jacobs-Gedrim, Alexander W Hsia, David Russell Hughart, Isaac Richter, Elliot James Fuller, Steven J. Plimpton, Albert Alec Talin, Conrad D. James
https://www.osti.gov/search/identifier:1641230
|
Conference Paper – 2019
Conference Paper
|
2019 |
Ultra-Efficient Neural Algorithm Accelerator Using Processing With Memory (Poster)
5th Neuro Inspired Computational Elements Workshop
Matthew Marinella, Sapan Agarwal, Robin B Jacobs-Gedrim, Alexander W Hsia, David Russell Hughart, Isaac Richter, Elliot James Fuller, Steven J. Plimpton, Albert Alec Talin, Conrad D. James
https://www.osti.gov/search/identifier:1641229
|
Conference Paper – 2019
Conference Paper
|
2019 |
Energy Efficient Neuromorphic Algorithm Acceleration Enabled by Resistive Memory (ReRAM) Crossbars
Microelectronics Reliability & Qualification Working Meeting
Matthew Marinella, Sapan Agarwal, Robin B Jacobs-Gedrim, David Russell Hughart, Isaac Richter, Alexander W Hsia, Elliot James Fuller, Albert Alec Talin, Ronald S. Goeke, Steven J. Plimpton, Conrad D. James
https://www.osti.gov/search/identifier:1583083
|
Conference Paper – 2018
Conference Paper
|
2018 |
Multiscale Co-Design Analysis of Energy, Latency, Area, and Accuracy of a ReRAM Analog Neural Training Accelerator
IEEE Journal of Emerging Topics in Circuits and Systems (JETCAS)
Matthew Marinella, Sapan Agarwal, Alexander W Hsia, Isaac (U Rochester) Richter, Robin B Jacobs-Gedrim, John Niroula, Steven J. Plimpton, Engin (U Rochester) Ipek, Conrad D. James
|
Journal Article – 2018
Journal Article
|
2018 |
Designing an Analog Crossbar based Neuromorphic Accelerator
Fifth Berkeley Symposium on Energy Efficient Electronic Systems & Steep Transistors Workshop
Sapan Agarwal, Alexander W Hsia, Robin B Jacobs-Gedrim, David Russell Hughart, Steven J. Plimpton, Conrad D. James, Matthew Marinella
https://www.osti.gov/search/identifier:1479183
|
Conference Paper – 2017
Conference Paper
|
2017 |
Designing an Analog Crossbar based Neuromorphic Accelerator
Fifth Berkeley Symposium on Energy Efficient Electronic Systems & Steep Transistors Workshop
Sapan Agarwal, Alexander W Hsia, Robin B Jacobs-Gedrim, David Russell Hughart, Steven J. Plimpton, Conrad D. James, Matthew Marinella
https://www.osti.gov/search/identifier:1510608
|
Conference Paper – 2017
Conference Paper
|
2017 |
Nanoionics for Neuromorphic Computing
21st International Conference on Solid State Ionics
Matthew Marinella, Sapan Agarwal, Robin B Jacobs-Gedrim, Alexander W Hsia, David Russell Hughart, Elliot James Fuller, Steven J. Plimpton, Ronald S. Goeke, Albert Alec Talin, Conrad D. James
|
Abstract – 2017
Abstract
|
2017 |
Achieving Ideal Accuracies in Analog Neuromorphic Computing Using Periodic Carry
2017 Symposia on VLSI Circuits and Technlology
Sapan Agarwal, Robin B Jacobs-Gedrim, Alexander W Hsia, David Russell Hughart, Elliot James Fuller, Albert Alec Talin, Conrad D. James, Steven J. Plimpton, Matthew Marinella
https://www.osti.gov/search/identifier:1458091
|
Conference Paper – 2017
Conference Paper
|
2017 |
Achieving Ideal Accuracies in Analog Neuromorphic Computing Using Periodic Carry
2017 Symposia on VLSI Technology and Circuits
Sapan Agarwal, Robin B Jacobs-Gedrim, Alexander W Hsia, David Russell Hughart, Elliot James Fuller, Albert Alec Talin, Conrad D. James, Steven J. Plimpton, Matthew Marinella
https://www.osti.gov/search/identifier:1457999
|
Conference Paper – 2017
Conference Paper
|
2017 |
Non-volatile redox cells as resistive memory for brain inspired computing
Materials Research Society Spring Meeting
Elliot James Fuller, Farid El Gabaly Marquez, Francois Leonard, Sapan Agarwal, Steven J. Plimpton, Robin B Jacobs-Gedrim, Conrad D. James, Matthew Marinella, Albert Alec Talin
https://www.osti.gov/search/identifier:1456483
|
Conference Paper – 2017
Conference Paper
|
2017 |
Neural machine learning algorithms and hardware for image analysis and data science applications
2016 International Conference on Brain Informatics and Health, International Workshop on Neuromorphic Computing and Algorithms
Conrad D. James, William Mark Severa, Timothy J. Draelos, James Bradley Aimone, Craig Michael Vineyard, Sapan Agarwal, Alexander W Hsia, David Russell Hughart, Patrick Sean Finnegan, Robin B Jacobs-Gedrim, Elliot James Fuller, Albert Alec Talin, Matthew Marinella, Richard Schiek, Steven J. Plimpton
https://www.osti.gov/search/identifier:1398356
|
Conference Paper – 2016
Conference Paper
|
2016 |
Neuromorphic Algorithm Acceleration with Resistive Memory NanoCrossbars
IRDS Emerging Research Devices and Architectures NanoCrossbar Workshop
Matthew Marinella, Sapan Agarwal, Elliot James Fuller, Albert Alec Talin, Farid El Gabaly Marquez, Robin B Jacobs-Gedrim, David Russell Hughart, Ronald S. Goeke, Alexander W Hsia, Richard Schiek, Steven J. Plimpton, Conrad D. James
https://www.osti.gov/search/identifier:1373226
|
Presentation (non-conference) – 2016
Presentation (non-conference)
|
2016 |
Device to System Modeling Framework to Enable a 10 fJ per Instruction Neuromorphic Computer
Neuromorphic ComputingArchitectures, Models, Applications
Matthew Marinella, Sapan Agarwal, Albert Alec Talin, Frederick B. McCormick, Steven J. Plimpton, Farid El Gabaly Marquez, Elliot James Fuller, Robin B Jacobs-Gedrim, David Russell Hughart, Ronald S. Goeke, Alexander W Hsia
https://www.osti.gov/search/identifier:1372152
|
Conference Paper – 2016
Conference Paper
|
2016 |
Multiscale Modeling of a ReRAM Based Neuromorphic Accelerator
Iccad
Matthew Marinella, Sapan Agarwal, Alexander W Hsia, David Russell Hughart, Robin B Jacobs-Gedrim, Richard Schiek, Steven J. Plimpton, Conrad D. James
|
Abstract – 2016
Abstract
|
2016 |