Matthew J. Marinella

Publication Activity (10 Years)

Years Active: 2014-2024
Publications (10 Years): 45

Top Topics

Inference Engine

Multilayer Perceptron

Top Venues

Publications

D. Wilson, Nad E. Gilbert, Matt Spear, J. Short, Christopher H. Bennett, William Wahby, J. Kim, Robin Jacobs-Gedrim, Tianyao Patrick Xiao, S. Agarwal, Matthew J. Marinella
A Discovery Platform to Characterize Emerging Nonvolatile Memories for Computing. VTS (2024)
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) (2023)
Jeffrey S. Vetter, Prasanna Date, Farah Fahim, Shruti R. Kulkarni, Petro Maksymovych, A. Alec Talin, Marc González Tallada, Pruek Vanna-Iampikul, Aaron R. Young, David Brooks, Yu Cao, Gu-Yeon Wei, Sung Kyu Lim, Frank Liu, Matthew J. Marinella, Bobby G. Sumpter, Narasinga Rao Miniskar
Abisko: Deep codesign of an architecture for spiking neural networks using novel neuromorphic materials. Int. J. High Perform. Comput. Appl. 37 (3-4) (2023)
B. Tolleson, Christopher H. Bennett, T. Patrick Xiao, Donald Wilson, J. Short, J. Kim, David R. Hughart, N. Gilbert, Sapan Agarwal, Hugh J. Barnaby, Matthew J. Marinella
TID Response of an Analog In-Memory Neural Network Accelerator. IRPS (2023)
Jesse Short, Matthew Spear, Donald Wilson, William Wahby, T. Patrick Xiao, Robin Jacobs-Gedrim, Christopher H. Bennett, Nad Gilbert, Sapan Agarwal, Matthew J. Marinella
Statistical Characterization of ReRAM Arrays for Analog In-Memory Computing. ICRC (2023)
T. Patrick Xiao, W. S. Wahby, Christopher H. Bennett, Park Hays, V. Agrawal, Matthew J. Marinella, Sapan Agarwal
Enabling High-Speed, High-Resolution Space-based Focal Plane Arrays with Analog In-Memory Computing. VLSI Technology and Circuits (2023)
Joshua E. Kim, T. Patrick Xiao, Christopher H. Bennett, Donald Wilson, Matthew Spear, Maximilian Siath, Ben Feinberg, Sapan Agarwal, Matthew J. Marinella
Analog Neural Network Inference Accuracy in One-Selector One-Resistor Memory Arrays. ICRC (2022)
Su-In Yi, A. Alec Talin, Matthew J. Marinella, R. Stanley Williams
Physical Compact Model for Three-Terminal SONOS Synaptic Circuit Element. Adv. Intell. Syst. 4 (9) (2022)
Shubham Nema, Justin Kirschner, Debpratim Adak, Sapan Agarwal, Ben Feinberg, Arun F. Rodrigues, Matthew J. Marinella, Amro Awad
Eris: Fault Injection and Tracking Framework for Reliability Analysis of Open-Source Hardware. ISPASS (2022)
Can Cui, Otitoaleke G. Akinola, Naimul Hassan, Christopher H. Bennett, Matthew J. Marinella, Joseph S. Friedman, Jean Anne C. Incorvia
Intrinsic Lateral Inhibition Facilitates Winner-Take-All in Domain Wall Racetrack Arrays for Neuromorphic Computing. ISCAS (2022)
T. Patrick Xiao, Ben Feinberg, Christopher H. Bennett, Vineet Agrawal, Prashant Saxena, Venkatraman Prabhakar, Krishnaswamy Ramkumar, Harsha Medu, Vijay Raghavan, Ramesh Chettuvetty, Sapan Agarwal, Matthew J. Marinella
An Accurate, Error-Tolerant, and Energy-Efficient Neural Network Inference Engine Based on SONOS Analog Memory. IEEE Trans. Circuits Syst. I Regul. Pap. 69 (4) (2022)
Wesley H. Brigner, Naimul Hassan, Xuan Hu, Christopher H. Bennett, Felipe García-Sánchez, Matthew J. Marinella, Jean Anne C. Incorvia, Joseph S. Friedman
Purely Spintronic Leaky Integrate-and-Fire Neurons. ISCAS (2022)
Lawrence T. Clark, Alen Duvnjak, Clifford Young-Sciortino, Matthew Cannon, John Brunhaver, Sapan Agarwal, Jereme Neuendank, Donald Wilson, Hugh J. Barnaby, Matthew J. Marinella
Self-correcting Flip-flops for Triple Modular Redundant Logic in a 12-nm Technology. ISCAS (2022)
Su-In Yi, A. Alec Talin, Matthew J. Marinella, Richard Stanley Williams
Physical Compact Model for Three-Terminal SONOS Synaptic Circuit Element. Adv. Intell. Syst. 4 (9) (2022)
Pranav O. Mathews, Christian B. Duffee, Abel Thayil, Ty E. Stovall, Christopher H. Bennett, Felipe García-Sánchez, Matthew J. Marinella, Jean Anne C. Incorvia, Naimul Hassan, Xuan Hu, Joseph S. Friedman
High-Speed CMOS-Free Purely Spintronic Asynchronous Recurrent Neural Network. CoRR (2021)
Samuel Liu, Christopher H. Bennett, Joseph S. Friedman, Matthew J. Marinella, David Paydarfar, Jean Anne C. Incorvia
Controllable reset behavior in domain wall-magnetic tunnel junction artificial neurons for task-adaptable computation. CoRR (2021)
T. Patrick Xiao, Ben Feinberg, Christopher H. Bennett, Venkatraman Prabhakar, Prashant Saxena, Vineet Agrawal, Sapan Agarwal, Matthew J. Marinella
On the Accuracy of Analog Neural Network Inference Accelerators. CoRR (2021)
Thomas Leonard, Samuel Liu, Mahshid Alamdar, Can Cui, Otitoaleke G. Akinola, Lin Xue, T. Patrick Xiao, Joseph S. Friedman, Matthew J. Marinella, Christopher H. Bennett, Jean Anne C. Incorvia
Shape-Dependent Multi-Weight Magnetic Artificial Synapses for Neuromorphic Computing. CoRR (2021)
Ben Feinberg, Ryan Wong, T. Patrick Xiao, Christopher H. Bennett, Jacob N. Rohan, Erik G. Boman, Matthew J. Marinella, Sapan Agarwal, Engin Ipek
An Analog Preconditioner for Solving Linear Systems. HPCA (2021)
Christopher H. Bennett, T. Patrick Xiao, Can Cui, Naimul Hassan, Otitoaleke G. Akinola, Jean Anne C. Incorvia, Alvaro Velasquez, Joseph S. Friedman, Matthew J. Marinella
Plasticity-Enhanced Domain-Wall MTJ Neural Networks for Energy-Efficient Online Learning. ISCAS (2020)
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)
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 (2020)
Wesley H. Brigner, Naimul Hassan, Xuan Hu, Christopher H. Bennett, Felipe García-Sánchez, Matthew J. Marinella, Jean Anne C. Incorvia, Joseph S. Friedman
CMOS-Free Multilayer Perceptron Enabled by Four-Terminal MTJ Device. CoRR (2020)
Christopher H. Bennett, T. Patrick Xiao, Ryan Dellana, Ben Feinberg, Sapan Agarwal, Matthew J. Marinella, Vineet Agrawal, Venkatraman Prabhakar, Krishnaswamy Ramkumar, Long Hinh, Swatilekha Saha, Vijay Raghavan, Ramesh Chettuvetty
Device-aware inference operations in SONOS nonvolatile memory arrays. IRPS (2020)
Wesley H. Brigner, Naimul Hassan, Xuan Hu, Christopher H. Bennett, Felipe García-Sánchez, Can Cui, Alvaro Velasquez, Matthew J. Marinella, Jean Anne C. Incorvia, Joseph S. Friedman
Domain Wall Leaky Integrate-and-Fire Neurons with Shape-Based Configurable Activation Functions. CoRR (2020)
Chris Yakopcic, Tarek M. Taha, David J. Mountain, Thomas Salter, Matthew J. Marinella, Mark R. McLean
Memristor Model Optimization Based on Parameter Extraction From Device Characterization Data. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 39 (5) (2020)
Xuan Hu, Alexander J. Edwards, T. Patrick Xiao, Christopher H. Bennett, Jean Anne C. Incorvia, Matthew J. Marinella, Joseph S. Friedman
Process Variation Model and Analysis for Domain Wall-Magnetic Tunnel Junction Logic. ISCAS (2020)
Aayush Ankit, Izzat El Hajj, Sai Rahul Chalamalasetti, Sapan Agarwal, Matthew J. Marinella, Martin Foltin, John Paul Strachan, Dejan S. Milojicic, Wen-Mei Hwu, Kaushik Roy
PANTHER: A Programmable Architecture for Neural Network Training Harnessing Energy-Efficient ReRAM. IEEE Trans. Computers 69 (8) (2020)
Christopher H. Bennett, T. Patrick Xiao, Can Cui, Naimul Hassan, Otitoaleke G. Akinola, Jean Anne C. Incorvia, Alvaro Velasquez, Joseph S. Friedman, Matthew J. Marinella
Plasticity-Enhanced Domain-Wall MTJ Neural Networks for Energy-Efficient Online Learning. CoRR (2020)
Alvaro Velasquez, Christopher H. Bennett, Naimul Hassan, Wesley H. Brigner, Otitoaleke G. Akinola, Jean Anne C. Incorvia, Matthew J. Marinella, Joseph S. Friedman
Unsupervised Competitive Hardware Learning Rule for Spintronic Clustering Architecture. CoRR (2020)
Naimul Hassan, Wesley H. Brigner, Xuan Hu, Otitoaleke G. Akinola, Christopher H. Bennett, Matthew J. Marinella, Felipe García-Sánchez, Jean Anne C. Incorvia, Joseph S. Friedman
CMOS-Free Magnetic Domain Wall Leaky Integrate-and-Fire Neurons with Intrinsic Lateral Inhibition. ISCAS (2020)
Christopher H. Bennett, T. Patrick Xiao, Ryan Dellana, Vineet Agrawal, Ben Feinberg, Venkatraman Prabhakar, Krishnaswamy Ramkumar, Long Hinh, Swatilekha Saha, Vijay Raghavan, Ramesh Chettuvetty, Sapan Agarwal, Matthew J. Marinella
Device-aware inference operations in SONOS nonvolatile memory arrays. CoRR (2020)
Christopher H. Bennett, Diana Garland, Robin B. Jacobs-Gedrim, Sapan Agarwal, Matthew J. Marinella
Wafer-Scale TaOx Device Variability and Implications for Neuromorphic Computing Applications. IRPS (2019)
Sapan Agarwal, Diana Garland, John Niroula, Robin B. Jacobs-Gedrim, Alexander H. Hsia, Michael S. van Heukelom, Elliot J. Fuller, Bruce Draper, Matthew J. Marinella
Using Floating Gate Memory to Train Ideal Accuracy Neural Networks. CoRR (2019)
Elliot J. Fuller, Yiyang Li, Christopher Bennet, Scott T. Keene, Armantas Melianas, Sapan Agarwal, Matthew J. Marinella, Alberto Salleo, A. Alec Talin
Redox transistors for neuromorphic computing. IBM J. Res. Dev. 63 (6) (2019)
Tu-Thach Quach, Sapan Agarwal, Conrad D. James, Matthew J. Marinella, James B. Aimone
Sparse Data Acquisition on Emerging Memory Architectures. IEEE Access 7 (2019)
Aayush Ankit, Izzat El Hajj, Sai Rahul Chalamalasetti, Sapan Agarwal, Matthew J. Marinella, Martin Foltin, John Paul Strachan, Dejan S. Milojicic, Wen-Mei W. Hwu, Kaushik Roy
PANTHER: A Programmable Architecture for Neural Network Training Harnessing Energy-efficient ReRAM. CoRR (2019)
Christopher H. Bennett, Vivek Parmar, Laurie E. Calvet, Jacques-Olivier Klein, Manan Suri, Matthew J. Marinella, Damien Querlioz
Contrasting Advantages of Learning With Random Weights and Backpropagation in Non-Volatile Memory Neural Networks. IEEE Access 7 (2019)
Wesley H. Brigner, Naimul Hassan, Lucian Jiang-Wei, Xuan Hu, Diptish Saha, Christopher H. Bennett, Matthew J. Marinella, Jean Anne C. Incorvia, Felipe García-Sánchez, Joseph S. Friedman
Shape-based Magnetic Domain Wall Drift for an Artificial Spintronic Leaky Integrate-and-Fire Neuron. CoRR (2019)
Matthew J. Marinella, Sapan Agarwal, Alexander H. Hsia, Isaac Richter, Robin Jacobs-Gedrim, John Niroula, Steven J. Plimpton, Engin Ipek, Conrad D. James
Multiscale Co-Design Analysis of Energy, Latency, Area, and Accuracy of a ReRAM Analog Neural Training Accelerator. IEEE J. Emerg. Sel. Topics Circuits Syst. 8 (1) (2018)
Robin B. Jacobs-Gedrim, Sapan Agarwal, Kathrine E. Knisely, Jim E. Stevens, Michael S. van Heukelom, David R. Hughart, John Niroula, Conrad D. James, Matthew J. Marinella
Impact of Linearity and Write Noise of Analog Resistive Memory Devices in a Neural Algorithm Accelerator. ICRC (2017)
Matthew J. Marinella, Sapan Agarwal, Alexander H. Hsia, Isaac Richter, Robin Jacobs-Gedrim, John Niroula, Steven J. Plimpton, Engin Ipek, Conrad D. James
Multiscale Co-Design Analysis of Energy, Latency, Area, and Accuracy of a ReRAM Analog Neural Training Accelerator. CoRR (2017)
Abdullah M. Zyarah, Nicholas Soures, Lydia Hays, Robin Jacobs-Gedrim, Sapan Agarwal, Matthew J. Marinella, Dhireesha Kudithipudi
Ziksa: On-chip learning accelerator with memristor crossbars for multilevel neural networks. ISCAS (2017)
Sapan Agarwal, Steven J. Plimpton, David R. Hughart, Alexander H. Hsia, Isaac Richter, Jonathan A. Cox, Conrad D. James, Matthew J. Marinella
Resistive memory device requirements for a neural algorithm accelerator. IJCNN (2016)
Cory E. Merkel, Raqibul Hasan, Nicholas Soures, Dhireesha Kudithipudi, Tarek M. Taha, Sapan Agarwal, Matthew J. Marinella
Neuromemristive Systems: Boosting Efficiency through Brain-Inspired Computing. Computer 49 (10) (2016)
Arthur H. Edwards, Hugh J. Barnaby, Kristy A. Campbell, Michael N. Kozicki, Wei Liu, Matthew J. Marinella
Reconfigurable Memristive Device Technologies. Proc. IEEE 103 (7) (2015)
M. P. King, J. R. Dickerson, S. DasGupta, Matthew J. Marinella, R. J. Kaplar, Daniel Piedra, Min Sun, Tomás Palacios
Trapping characteristics and parametric shifts in lateral GaN HEMTs with SiO2/AlGaN gate stacks. IRPS (2015)
Andrew J. Lohn, Patrick R. Mickel, Conrad D. James, Matthew J. Marinella
Degenerate Resistive Switching and Ultrahigh Density Storage in Resistive Memory. CoRR (2014)
Matthew J. Marinella
Emerging resistive switching memory technologies: Overview and current status. ISCAS (2014)