Irem Boybat 
contact information
Predoctoral ResearcherIBM Research - Zurich +41
447248879
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Professional Associations
Professional Associations: IEEE | IEEE Circuits and System Society | IEEE Electron Devices Society (EDS) | IEEE Signal Processing Society | IEEE Women in Engineeringmore information
More information: Google Scholar Citations | LinkedIn | EPFL personal page2018
Neuromorphic computing with multi-memristive synapses
I. Boybat, M. Le Gallo, S. R. Nandakumar, T. Moraitis, T. Parnell, T. Tuma, B. Rajendran, Y. Leblebici, A. Sebastian and E. Eleftheriou
Nature Communications, 2018
I. Boybat, M. Le Gallo, S. R. Nandakumar, T. Moraitis, T. Parnell, T. Tuma, B. Rajendran, Y. Leblebici, A. Sebastian and E. Eleftheriou
Nature Communications, 2018
Equivalent-accuracy accelerated neural-network training using analogue memory
S. Ambrogio, P. Narayanan, H. Tsai, R. M. Shelby, I. Boybat, C. di Nolfo, S. Sidler, M. Giordano, M. Bodini, N. C. P. Farinha, B. Killeen, C. Cheng, Y. Jaoudi an G. W. Burr
Nature, 2018
S. Ambrogio, P. Narayanan, H. Tsai, R. M. Shelby, I. Boybat, C. di Nolfo, S. Sidler, M. Giordano, M. Bodini, N. C. P. Farinha, B. Killeen, C. Cheng, Y. Jaoudi an G. W. Burr
Nature, 2018
Mixed-precision architecture based on computational memory for training deep neural networks
S. R. Nandakumar, M. Le Gallo, I. Boybat, B. Rajendran, A. Sebastian and E. Eleftheriou
IEEE International Symposium on Circuits and Systems (ISCAS), 2018
S. R. Nandakumar, M. Le Gallo, I. Boybat, B. Rajendran, A. Sebastian and E. Eleftheriou
IEEE International Symposium on Circuits and Systems (ISCAS), 2018
Signal and noise extraction from non-volatile memory for neuromorphic computing: A machine learning based approach
T. Ando, N. Gong, T. Ide, S. Kim, I. Boybat, A. Sebastian and V. Narayanan
Neuro Inspired Computational Elements Workshop (NICE), 2018
T. Ando, N. Gong, T. Ide, S. Kim, I. Boybat, A. Sebastian and V. Narayanan
Neuro Inspired Computational Elements Workshop (NICE), 2018
Signal and noise extraction from analog memory elements for neuromorphic computing
N. Gong, T. Ide, S. Kim, I. Boybat, A. Sebastian, V. Narayanan and T. Ando
Nature Communications, 2018
N. Gong, T. Ide, S. Kim, I. Boybat, A. Sebastian, V. Narayanan and T. Ando
Nature Communications, 2018
2017
Multilayer Perceptron Algorithm: Impact of Nonideal Conductance and Area-Efficient Peripheral Circuits
L. L. Sanches, A. Fumarola, S. Sidler, P. Narayanan, I. Boybat, J. Jang, K. Moon, R. M. Shelby, Y. Leblebici, H. Hwang and G. W. Burr
Neuro-inspired Computing Using Resistive Synaptic Devices, 2017
L. L. Sanches, A. Fumarola, S. Sidler, P. Narayanan, I. Boybat, J. Jang, K. Moon, R. M. Shelby, Y. Leblebici, H. Hwang and G. W. Burr
Neuro-inspired Computing Using Resistive Synaptic Devices, 2017
Mixed-precision training of deep neural networks using computational memory
S. R. Nandakumar, M. Le Gallo, I. Boybat, B. Rajendran, A. Sebastian, E. Eleftheriou
ArXiv, 2017
S. R. Nandakumar, M. Le Gallo, I. Boybat, B. Rajendran, A. Sebastian, E. Eleftheriou
ArXiv, 2017
Neuromorphic computing with multi-memristive synapses
I. Boybat, M. Le Gallo, S. R. Nandakumar, T. Moraitis, T.Parnell, T. Tuma, B. Rajendran, Y. Leblebici, A. Sebastian, E. Eleftheriou
ArXiv, 2017
I. Boybat, M. Le Gallo, S. R. Nandakumar, T. Moraitis, T.Parnell, T. Tuma, B. Rajendran, Y. Leblebici, A. Sebastian, E. Eleftheriou
ArXiv, 2017
Improved deep neural network hardware-accelerators based on non-volatile-memory: the local gains technique
I. Boybat, C. Di Nolfo, S. Ambrogio, M. Bodini, N. C. P. Farinha, R. M. Shelby, P. Narayanan, S. Sidler, H. Tsai, Y. Leblebici, and G. W. Burr
International Conference on Rebooting Computing (ICRC), 2017
I. Boybat, C. Di Nolfo, S. Ambrogio, M. Bodini, N. C. P. Farinha, R. M. Shelby, P. Narayanan, S. Sidler, H. Tsai, Y. Leblebici, and G. W. Burr
International Conference on Rebooting Computing (ICRC), 2017
Supervised Learning in Spiking Neural Networks with MLC PCM Synapses
S. R. Nandakumar, I. Boybat, M. Le Gallo, A. Sebastian, B. Rajendran, and E. Eleftheriou
Device Research Conference (DRC), 2017
S. R. Nandakumar, I. Boybat, M. Le Gallo, A. Sebastian, B. Rajendran, and E. Eleftheriou
Device Research Conference (DRC), 2017
Stochastic weight updates in phase-change memory-based synapses and their influence on artificial neural networks
I. Boybat, M. Le Gallo, T. Moraitis, Y. Leblebici, A. Sebastian, and E. Eleftheriou
Conference on PhD Research in Microelectronics and Electronics (PRIME) , 2017
I. Boybat, M. Le Gallo, T. Moraitis, Y. Leblebici, A. Sebastian, and E. Eleftheriou
Conference on PhD Research in Microelectronics and Electronics (PRIME) , 2017
Fatiguing STDP: Learning from Spike-Timing Codes in the Presence of Rate Codes
T. Moraitis, A. Sebastian, I. Boybat, M. Le Gallo, T. Tuma, and E. Eleftheriou
International Joint Conference on Neural Networks (IJCNN) , 2017
T. Moraitis, A. Sebastian, I. Boybat, M. Le Gallo, T. Tuma, and E. Eleftheriou
International Joint Conference on Neural Networks (IJCNN) , 2017
An efficient synaptic architecture for artificial neural networks
I. Boybat, M. Le Gallo, S. R. Nandakumar, T. Moraitis, T. Tuma, B. Rajendran, Y. Leblebici, A. Sebastian and E. Eleftheriou
Non-Volatile Memory Technology Symposium (NVMTS), 2017
I. Boybat, M. Le Gallo, S. R. Nandakumar, T. Moraitis, T. Tuma, B. Rajendran, Y. Leblebici, A. Sebastian and E. Eleftheriou
Non-Volatile Memory Technology Symposium (NVMTS), 2017
2016
Large-scale neural networks implemented with non-volatile memory as the synaptic weight element: Impact of conductance response
S. Sidler, I. Boybat, R. M. Shelby, P. Narayanan, J. Jang, A. Fumarola, K. Moon, Y. Leblebici, H. Hwang, and G. W. Burr
European Solid-State Device Research Conference (ESSDERC), 2016
S. Sidler, I. Boybat, R. M. Shelby, P. Narayanan, J. Jang, A. Fumarola, K. Moon, Y. Leblebici, H. Hwang, and G. W. Burr
European Solid-State Device Research Conference (ESSDERC), 2016
Neuromorphic computing using non-volatile memory
G. W. Burr, R. M. Shelby, A. Sebastian, S. Kim, S. Kim, S.Sidler, K. Virwani, M. Ishii, P. Narayanan, A. Fumarola, L. L. Sanches, I. Boybat, M. Le Gallo, K. Moon, J. Woo, H. Hwang, Y. Leblebici
Advances in Physics: X , 2016
G. W. Burr, R. M. Shelby, A. Sebastian, S. Kim, S. Kim, S.Sidler, K. Virwani, M. Ishii, P. Narayanan, A. Fumarola, L. L. Sanches, I. Boybat, M. Le Gallo, K. Moon, J. Woo, H. Hwang, Y. Leblebici
Advances in Physics: X , 2016
Nonvolatile nemory crossbar arrays for non-von Neumann computing
S. Sidler, J. Jang, G. W. Burr, R. M. Shelby, I. Boybat, C. di Nolfo, P. Narayanan, K. Virwani, H. Hwang
Advances in Neuromorphic Hardware Exploiting Emerging Nanoscale Devices, 2016
S. Sidler, J. Jang, G. W. Burr, R. M. Shelby, I. Boybat, C. di Nolfo, P. Narayanan, K. Virwani, H. Hwang
Advances in Neuromorphic Hardware Exploiting Emerging Nanoscale Devices, 2016
2015
Cognitive Computing with Non-Volatile Memory Elements
I. Boybat, J. Sandrini, D. Sacchetto, G.W. Burr, and Y. Leblebici
MemoCIS Training School, 2015
I. Boybat, J. Sandrini, D. Sacchetto, G.W. Burr, and Y. Leblebici
MemoCIS Training School, 2015
Non-volatile memory crossbar arrays for non-Von Neumann computing (Invited)
G. W. Burr, R. M. Shelby, I. Boybat, S. Sidler, and C. di Nolfo
Electronic Materials Conference (EMC), 2015
G. W. Burr, R. M. Shelby, I. Boybat, S. Sidler, and C. di Nolfo
Electronic Materials Conference (EMC), 2015
Crossbar arrays for Storage Class Memory and non-Von Neumann computing (Invited)
G. W. Burr, R. M. Shelby, S. Sidler, P. Narayanan, I. Boybat, and C. di Nolfo
European Phase-Change and Ovonic Symposium (E\PCOS), 2015
G. W. Burr, R. M. Shelby, S. Sidler, P. Narayanan, I. Boybat, and C. di Nolfo
European Phase-Change and Ovonic Symposium (E\PCOS), 2015
PCM for neuromorphic applications: Impact of device characteristics on neural network performance
I. Boybat, S. Sidler, C. di Nolfo, R. M. Shelby, P. Narayanan, Y. Leblebici, and G. W. Burr
European Phase-Change and Ovonic Symposium (E\PCOS), 2015
I. Boybat, S. Sidler, C. di Nolfo, R. M. Shelby, P. Narayanan, Y. Leblebici, and G. W. Burr
European Phase-Change and Ovonic Symposium (E\PCOS), 2015
Non-volatile memory as hardware synapse in neuromorphic computing: A first look at reliability issues (Invited)
R. M. Shelby, G. W. Burr, I. Boybat, and C. di Nolfo
International Reliability Physics Symposium (IRPS), 2015
R. M. Shelby, G. W. Burr, I. Boybat, and C. di Nolfo
International Reliability Physics Symposium (IRPS), 2015
Large-scale neural networks implemented with non-volatile memory as the synaptic weight element: Comparative performance analysis (accuracy, speed, and power) (Invited)
G. W. Burr, P. Narayanan, R. M. Shelby, S. Sidler, I. Boybat, C. di Nolfo, Y. Leblebici
International Electron Devices Meeting (IEDM), 2015
G. W. Burr, P. Narayanan, R. M. Shelby, S. Sidler, I. Boybat, C. di Nolfo, Y. Leblebici
International Electron Devices Meeting (IEDM), 2015
Experimental demonstration and tolerancing of a large-scale neural network (165,000 synapses), using phase-change memory as the synaptic weight element (Invited)
G. W. Burr, R. M. Shelby, C. di Nolfo, J. W. Jang, I. Boybat, R. S. Shenoy, P. Narayanan, K. Virwani, E. U. Giacometti, B. Kurdi, and H. Hwang
IEEE Transactions on Electron Devices, 2015
G. W. Burr, R. M. Shelby, C. di Nolfo, J. W. Jang, I. Boybat, R. S. Shenoy, P. Narayanan, K. Virwani, E. U. Giacometti, B. Kurdi, and H. Hwang
IEEE Transactions on Electron Devices, 2015
2013
A hardware-oriented dynamically adaptive disparity estimation algorithm and its real-time hardware
A. Akin, I. Baz, B. Atakan, I. Boybat, A. Schmid, and Y. Leblebici
Proceedings of the ACM international conference on Great lakes symposium on VLSI (GLSVLSI), 2013
A. Akin, I. Baz, B. Atakan, I. Boybat, A. Schmid, and Y. Leblebici
Proceedings of the ACM international conference on Great lakes symposium on VLSI (GLSVLSI), 2013