Publications

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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

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

Resistive Memory Device Requirements for a Neural Algorithm Accelerator

IEEE World Congress on Computational Intelligence

Sapan Agarwal, Steven J. Plimpton, David Russell Hughart, Alexander W Hsia, Isaac Richter, Jonathan A. Cox, Conrad D. James, Matthew Marinella

https://www.osti.gov/search/identifier:1373218

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

Emerging Technologies for the Acceleration of Neuromorphic Algorithms

The Ninth Workshop on Fault-Tolerant Spaceborne Computing Employing New Technologies, 2016

Matthew Marinella, Sapan Agarwal, Steven J. Plimpton, Albert Alec Talin, Farid El Gabaly Marquez, Elliot James Fuller, David Russell Hughart, Ojas D. Parekh, Erik Debenedictis, Ronald S. Goeke, Alexander W Hsia, James Bradley Aimone, Conrad D. James

https://www.osti.gov/search/identifier:1505271

Conference Paper – 2016 Conference Paper 2016

Acceleration of Neural Algorithms using Nanoelectronic Resistive Memory Crossbars

IEEE Rebooting Computing Symposium 4

Matthew Marinella, Sapan Agarwal, David Russell Hughart, Steven J. Plimpton, Ojas D. Parekh, Tu-Thach Quach, Erik Debenedictis, Ronald S. Goeke, Alexander W Hsia, James Bradley Aimone, Conrad D. James

https://www.osti.gov/search/identifier:1365322

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

Resistive Memory Device Requirements for a Neural Algorithm Accelerator

International Joint Conference on Neural Networks

Sapan Agarwal, Steven J. Plimpton, David Russell Hughart, Alexander W Hsia, Isaac Richter, Jonathan Albert Cox, Conrad D. James, Matthew Marinella

https://www.osti.gov/search/identifier:1365097

Conference Paper – 2016 Conference Paper 2016

Acceleration of Neural Algorithms using Nanoelectronic Resistive Memory Crossbars

Neuro Inspired Computational Elements

Sapan Agarwal, Steven J. Plimpton, Ojas D. Parekh, Alexander W Hsia, Tu-Thach Quach, David Russell Hughart, Isaac Richter, Erik Debenedictis, Conrad D. James, James Bradley Aimone, Matthew Marinella

https://www.osti.gov/search/identifier:1346466

Conference Paper – 2016 Conference Paper 2016

Acceleration of Neural Algorithms using Nanoelectronic Resistive Memory Crossbars

IEEE Rebooting Computing Symposium 4

Matthew Marinella, Sapan Agarwal, David Russell Hughart, Steven J. Plimpton, Ojas D. Parekh, Tu-Thach Quach, Erik Debenedictis, Ronald S. Goeke, Alexander W Hsia, James Bradley Aimone, Conrad D. James

https://www.osti.gov/search/identifier:1336275

Conference Paper – 2015 Conference Paper 2015

Acceleration of Neural Algorithms using Nanoelectronic Resistive Memory Crossbars

IEEE Rebooting Computing Symposium 4

Matthew Marinella, Sapan Agarwal, David Russell Hughart, Steven J. Plimpton, Ojas D. Parekh, Tu-Thach Quach, Erik Debenedictis, Ronald S. Goeke, Patrick Sean Finnegan, Rudeger H.T. Wilke, Denis Mamaluy, Harold P. Hjalmarson, Brian David Tierney, Alexander W Hsia, James Bradley Aimone, Conrad D. James

Abstract – 2015 Abstract 2015

Resistive Memory for Neuromorphic Algorithm Acceleration

Neural Inspired Computing Elements

Matthew Marinella, Sapan Agarwal, David Russell Hughart, Patrick R. Mickel, Alexander W Hsia, Steven J. Plimpton, Seth Decker, Roger Apodaca, James Bradley Aimone, Conrad D. James, Timothy J. Draelos

Abstract – 2015 Abstract 2015

Resistive Memory for Neuromorphic Algorithm Acceleration

Neural Inspired Computing Elements

Matthew Marinella, Sapan Agarwal, David Russell Hughart, Patrick R. Mickel, Alexander W Hsia, Steven J. Plimpton, Seth Decker, Roger Apodaca, James Bradley Aimone, Conrad D. James, Timothy J. Draelos

https://www.osti.gov/search/identifier:1240257

Conference Paper – 2015 Conference Paper 2015
Document Title Type Year