Publications

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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

Conference Presentation – 2022 Conference Presentation 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

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

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
Document Title Type Year