Robert M. Shelby

Publication Activity (10 Years)

Years Active: 2000-2020
Publications (10 Years): 9

Top Topics

Synaptic Weights

Machine Learning

Backpropagation Algorithm

Top Venues

IBM J. Res. Dev.

Publications

Charles Mackin, Pritish Narayanan, Stefano Ambrogio, Hsinyu Tsai, Katie Spoon, Andrea Fasoli, An Chen, Alexander M. Friz, Robert M. Shelby, Geoffrey W. Burr
Neuromorphic Computing with Phase Change, Device Reliability, and Variability Challenges. IRPS (2020)
Alessandro Fumarola, Yusuf Leblebici, Pritish Narayanan, Robert M. Shelby, L. L. Sanchez, Geoffrey W. Burr, Kibong Moon, J. Jang, Hyunsang Hwang, Severin Sidler
Non-filamentary non-volatile memory elements as synapses in neuromorphic systems. NVMTS (2019)
Stefano Ambrogio, Pritish Narayanan, Hsinyu Tsai, Robert M. Shelby, Irem Boybat, Carmelo di Nolfo, Severin Sidler, Massimo Giordano, Martina Bodini, Nathan C. P. Farinha, Benjamin Killeen, Christina Cheng, Yassine Jaoudi, Geoffrey W. Burr
Equivalent-accuracy accelerated neural-network training using analogue memory. Nat. 558 (7708) (2018)
Irem Boybat, Carmelo di Nolfo, Stefano Ambrogio, Martina Bodini, Nathan C. P. Farinha, Robert M. Shelby, Pritish Narayanan, Severin Sidler, Hsinyu Tsai, Yusuf Leblebici, Geoffrey W. Burr
Improved Deep Neural Network Hardware-Accelerators Based on Non-Volatile-Memory: The Local Gains Technique. ICRC (2017)
Pritish Narayanan, Lucas L. Sanches, Alessandro Fumarola, Robert M. Shelby, Stefano Ambrogio, Jun-Woo Jang, Hyunsang Hwang, Yusuf Leblebici, Geoffrey W. Burr
Reducing circuit design complexity for neuromorphic machine learning systems based on Non-Volatile Memory arrays. ISCAS (2017)
Pritish Narayanan, Alessandro Fumarola, Lucas L. Sanches, Kohji Hosokawa, Scott C. Lewis, Robert M. Shelby, Geoffrey W. Burr
Toward on-chip acceleration of the backpropagation algorithm using nonvolatile memory. IBM J. Res. Dev. 61 (4-5) (2017)
Geoffrey W. Burr, Pritish Narayanan, Robert M. Shelby, Stefano Ambrogio, Hsinyu Tsai, Scott L. Lewis, Kohji Hosokawa
Neuromorphic devices and architectures for next-generation cognitive computing. ISCAS (2017)
Alessandro Fumarola, Pritish Narayanan, Lucas L. Sanches, Severin Sidler, Jun-Woo Jang, Kibong Moon, Robert M. Shelby, Hyunsang Hwang, Geoffrey W. Burr
Accelerating machine learning with Non-Volatile Memory: Exploring device and circuit tradeoffs. ICRC (2016)
Severin Sidler, Irem Boybat, Robert M. Shelby, Pritish Narayanan, Jun-Woo Jang, Alessandro Fumarola, Kibong Moon, Yusuf Leblebici, Hyunsang Hwang, Geoffrey W. Burr
Large-scale neural networks implemented with Non-Volatile Memory as the synaptic weight element: Impact of conductance response. ESSDERC (2016)
Robert M. Shelby, Geoffrey W. Burr, Irem Boybat, Carmelo di Nolfo
Non-volatile memory as hardware synapse in neuromorphic computing: A first look at reliability issues. IRPS (2015)
Simone Raoux, Geoffrey W. Burr, Matthew J. Breitwisch, Charles T. Rettner, Yi-Chou Chen, Robert M. Shelby, Martin Salinga, Daniel Krebs, Shih-Hung Chen, Hsiang-Lan Lung, Chung Hon Lam
Phase-change random access memory: A scalable technology. IBM J. Res. Dev. 52 (4-5) (2008)
Xin Jiang, Roger Wang, Robert M. Shelby, Stuart S. P. Parkin
Highly efficient room-temperature tunnel spin injector using CoFe/MgO(001). IBM J. Res. Dev. 50 (1) (2006)
Jonathan J. Ashley, Maria-Pilar Bernal, Geoffrey W. Burr, Hans Coufal, Harald Guenther, John A. Hoffnagle, C. Michael Jefferson, Brian H. Marcus, Roger M. Macfarlane, Robert M. Shelby, Glenn T. Sincerbox
Holographic data storage technology. IBM J. Res. Dev. 44 (3) (2000)