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# PUBLICATIONS

## JOURNALS

### 2021

A. Jobin, J. K. Eshraghian, et al., "AI Reflections in 2021", Nature Machine Intelligence, vol. 3, no. 1, Jan. 2021. [pdf]

J. K. Eshraghian, M. G. Ward, E. Neftci, X. Wang, G. Lenz, G. Dwivedi, M. Bennamoun, D. S. Jeong, W. D. Lu, "Training Spiking Neural Networks Using Lessons From Deep Learning", arXiv preprint arXiv:2109.12894, Oct. 2021. *Also presented at PyTorch Developer's Day 2021. [pdf]

S. Kang*, D. Choi, J. K. Eshraghian*, P. Zhou, J. Kim, B. S. Kong*, X. Zhu, A. S. Demirkol, A. Ascoli, R. Tetzlaff, W. D. Lu, L. O. Chua, "How to Build a Memristive Integrate-and-Fire Model for Spiking Neuronal Signal Generation", IEEE Trans. Circuits and Systems I: Regular Papers, Dec. 2021. (*Co-Corresponding Authors). [pdf]

Q. Lin, J. Feng, J. Yuan, L. Liu, J. K. Eshraghian, H. Tong, M. Xu, X. Wang and X. Miao, "10 MA cm-2 current density in nanoscale conductive bridge threshold switching selector via densely localized cation sources", Journal of Materials Chemistry C, vol. 9, Sept. 2021. [pdf]

S. Baek, G. H. Yu, J. Kim, C. T. Ngo, J. K. Eshraghian, J. P. Hong, "A Reconfigurable SRAM based CMOS PUF with Challenge to Response Pairs", IEEE Access, vol. 9, May 2021. [pdf]

P. Li, X. Wang, X. Zhang, J. K. Eshraghian, H. Iu, "Spice modelling of a tri-state memristor and analysis of its series and parallel characteristics", IET Circuits, Devices & Systems, May 2021, p. e1-11.

C. Lammie, J. K. Eshraghian, W. D. Lu and M. Azghadi, "Memristive Stochastic Computing for Deep Learning Parameter Optimization", IEEE Trans. Circuits and Systems I: Express Briefs, vol. 68, no. 5, pp. 1650-1654, Mar. 2021 . [pdf]

J. Lee, J. K. Eshraghian, S. Kim, K. Eshraghian, K. Cho, "Quantized Convolutional Neural Network Implementation on a Parallel-Connected Memristor Crossbar Array for Edge AI Platforms", Journal of Nanoscience and Nanotechnology, vol. 21, no. 3, pp. 1854-1861, Mar. 2021.

J. K. Eshraghian, J. Lee, S. Kim, K. Eshraghian and K. Cho, "A Leaky-Integrate-and-Fire Neuron Model of Spontaneous Reset of Thin-Film Metal-Oxide Resistive Switches", Journal of Nanoscience and Nanotechnology, vol. 21, no. 3, pp. 1920-1926, Mar. 2021.

S. You, J. K. Eshraghian, H. Iu and K. Cho, "Low-Power Wireless Sensor Network Using Fine-Grain Control of Sensor Module Power Mode", Sensors, vol. 21, no. 9, p. e3198, Jan. 2021. [open-access]

X. Wang, P. Zhou, J. K. Eshraghian, C. Lin, H. Iu, T. Chang and S. Kang, "High Density Memristor-CMOS Ternary Logic Family" IEEE Trans. Circuits and Systems I: Reg. Papers, vol. 68, no. 1, pp. 264-274, Jan. 2021. [pdf]

2020

C. Lin, Y. Tseng, P. Chen. T. Chang, J. K. Eshraghian, Q. Wang, Q. Lin, Y. Tan, M. Tai, W. Hung, H. Huang, W. D. Lu and S. Sze, "A High Speed MIM Resistive Memory Cell with an Inherent Vanadium Selector", Applied Materials Today, vol. 21, Dec. 2020. [pdf]

M. Azghadi, C. Lammie, J. K. Eshraghian, M. Payvand, E. Donati, B. Linares-Barranco and G. Indiveri, “Hardware Implementation of Deep Network Accelerators Towards Healthcare and Biomedical Applications”, IEEE Transactions on Biomedical Circuits and System, vol. 14, no. 6, Dec. 2020, pp. 1138-1159. [pdf]

C. Lin, J. Chen, P. Chen, T. Chang, Y. Wu, J. K. Eshraghian, J. Moon, Y. Wang, Z. Wang, H. Huang, Y. Li, X. Miao, W. D. Lu and S. Sze, "Adaptive Synaptic Memory via Lithium Ion Modulation in RRAM Devices", Small, p. e2003964, Sep. 2020. [pdf]

J. K. Eshraghian, Q. Lin, X. Wang, H.H.C. Iu, Q. Hu, H. Tong, “A Behavioral Model of Digital Resistive Switching for Systems Level DNN Acceleration”, IEEE Tran. Circuits and Syst. II: Express Briefs, vol. 67, no. 5, May. 2020, pp. 956-960. [pdf]

J.K. Eshraghian, “Human Ownership of Artificial Creativity”, Nature Machine Intelligence, vol. 2, no. 3, March 2020, pp. 157-160. [Springer] [pdf]

M. Rahimi-Azghadi, Y.C. Cheng, J.K. Eshraghian, J. Chen, C.Y. Lin, A. Amirsoleimani, A. Mehonic, A.J. Kenyon, B. Fowler, J.C. Lee and Y.F. Chang, “CMOS and Memristive Hardware for Neuromorphic Computing”, Advanced Intelligence Systems, Mar. 2020, p. e1900189. [open-access]

J. K. Eshraghian, S. Baek, T. Levi, T. Kohno, S. Al-Sarawi, P. Leong, K. Cho, D. Abbott and O. Kavehei, “Nonlinear Retinal Response Modeling for Future Neuromorphic Instrumentation”, IEEE Instrumentation & Measurement Magazine, February 2020, pp. 21-29. [IEEE Xplore]

2019

C. Zheng, D. Yu, H.H.C. Iu, T. Fernando, T. Sun, J.K. Eshraghian, and H. Guo, “A Novel Universal Interface for Constructing Memory Elements for Circuit Applications”, IEEE Transactions on Circuits and Systems I: Regular Papers, vol. 66, no. 12, pp. 4793-4806, September 2019. [IEEE Xplore]

J. Lee, J.K. Eshraghian, M. Jeong, F. Shan, H.H.C. Iu and K.R. Cho, “Nano-Programmable Logics Based on Double-Layer Anti-Facing Memristors”, Journal of Nanoscience and Nanotechnology, vol. 19, no. 3 pp. 1295-1300(6), March 2019.

2018

J. K. Eshraghian, K. R. Cho, C. Zheng, M. Nam, H.H.C. Iu, W. Lei and K. Eshraghian, “Neuromorphic Vision Hybrid RRAM-CMOS Architecture”, IEEE Trans. Very-Large-Scale-Integration (VLSI) Systems, vol. 26, no. 12, December 2018, pp. 2816-2829. Best Paper Award. [pdf]

J. K. Eshraghian, S. Baek, J.H. Kim, N. Iannella, K. Cho, Y.S. Goo, S.M. Kang and K. Eshraghian, “Formulation and Implementation of Nonlinear Integral Equations to Model Neural Dynamics Within the Vertebrate Retina”, International Journal of Neural Systems, vol. 28, no. 7, July 2018, p. e1850004. [ncbi]

C. Zheng, H.H.C. Iu, T. Fernando, D.S. Yu, H. Guo and J.K. Eshraghian, “Analysis and Generation of Chaos Using Compositely Connected Coupled Memristors”, Chaos: An Interdisciplinary Journal of Nonlinear Science, vol. 28, no. 6, Jun. 2018, p. e063115. [pdf]

2017

J. K. Eshraghian, K.R. Cho, H.H.C. Iu, S.M. Kang and K. Eshraghian, “Maximization of Crossbar Array Memory Using Fundamental Memristor Theory”, IEEE Trans. Circuits and Syst. II: Express Briefs, vol. 64, no. 12, Dec. 2017, pp. 1402-1406. [IEEE Xplore]

2016

S.W. Cho, J.K. Eshraghian, J.S. Eom, S.J. Kim and K.R. Cho, “Storage Logic Primitives Based on Stacked Memristor-CMOS Technology”, Journal of Nanoscience and Nanotechnology, vol. 16, no. 12, pp. 12726-12731(6), Dec. 2016.

K.R. Cho, S. Baek, S. Cho, J. Kim, Y.S. Goo, J.K. Eshraghian, N. Iannella and K. Eshraghian, “Signal Flow Platform for Mapping and Simulation of Vertebrate Retina for Sensor Systems”, IEEE Sensors Journal, vol. 16, no. 15, pp. 5856-5866, Aug. 2016.

## BOOK CHAPTERS

### J.K. Eshraghian, S.M. Kang and K. Eshraghian, “An Overview of Memristors in Neuromorphic Computing”, in Neuromorphic Circuits for Nanoscale Devices, P. Mazumder (Editor), River Publishers, The Netherlands, 2019, pp. 1-38, ISBN: 978-87-7022-060-6.

### J.K. Eshraghian, H.H.C. Iu, and K. Eshraghian, "Modeling of Coupled Memristive-Based Architecture Applicable to Neural Networks", in Memristor and Memristive Neural Networks, A. James (Editor), InTech Open Science, Austria, 2018, pp. 167-185, ISBN: 978-953-51-5481-5.

### D.S. Yu, H.H.C. Iu, T. Fernando, and J.K. Eshraghian, "Memristive and Memcapactive Astable Multivibrators", in Oscillator Circuits: Frontiers in Design, Analysis and Applications, Y. Nishio (Editor), IET, UK, 2017, pp. 51-68, ISBN: 978-1-78561-057-8.

## CONFERENCE PROCEEDINGS

### C. Arrow, H. Wu, H. Iu, K. Nazarpour, J. K. Eshraghian, "Prosthesis Control Using Spike Rate Coding in the Retina Photoreceptor Cells", 2021 IEEE International Symposium on Circuits and Systems, Daegu, Korea, May 2021.

J. K. Eshraghian, K. Cho, S. Kang, "A 3-D Reconfigurable RRAM Crossbar Inference Engine", 2021 IEEE International Symposium on Circuits and Systems, Daegu, Korea, May 2021.

D. Robey, W. Thio, H. Iu, J. K. Eshraghian, "Naturalizing Neuromorphic Vision Event Streams Using Generative Adversarial Networks", 2021 IEEE International Symposium on Circuits and Systems, Daegu, Korea, May 2021.

J.K. Eshraghian, S.M. Kang, S. Baek, G. Orchard, H.H.C. Iu and W. Lei, “Analog Weights in ReRAM DNN Accelerators”, 2019 IEEE Artificial Intelligence Circuits and Systems Conference, March 2019. Best Paper Award.

### J.K. Eshraghian, C. Lammie, M.R. Azghadi, “Biologically Plausible Contrast Detection Using a Memristor Array”, 2020 IEEE International Symposium on Circuits and Systems, Seville, Spain, May 2020, accepted for presentation.

### J.K. Eshraghian, Q. Lin, H.H.C. Iu and X. Wang, “A Behavioral Model of Digital Resistive Switching for Systems Level DNN Acceleration”, 2020 IEEE International Symposium on Circuits and Systems, Seville, Spain, May 2020, accepted for presentation.

### A. Henson, T. Fiori, A. Auleear, I. McIntyre and J.K. Eshraghian, “A Transcranial Alternating Current Stimulator for Neural Entrainment”, 2020 IEEE International Symposium on Circuits and Systems, Seville, Spain, May 2020, accepted for presentation.

### J.K. Eshraghian, S. Baek, W. Thio, Y. Sandamirskaya, H.H.C. Iu and W. Lu, “A Real-Time Retinomorphic Simulator Using a Conductance-Based Discrete Neuronal Network”, 2020 IEEE Artificial Intelligence Circuits and Systems Conference, March 2020, accepted for presentation.

### S. Baek, J.K. Eshraghian, S.H. Ahn, A. James, K. Cho, “A Memristor-CMOS Braun Multiplier Array for Arithmetic Pipelining”, IEEE International Conference on Electronic Circuits and Systems, November 2019, pp. 735-738.

### C. Zheng, J.K. Eshraghian, A. James and H.H.C. Iu, “Chaotic Oscillator Using Coupled Memristive Pairs”, IEEE International Conference on Electronic Circuits and Systems, November 2019, pp. 462-465.

### J.K. Eshraghian, K.R. Cho, S.B. Baek, J.H. Kim, and K. Eshraghian, “Biological Modeling of Vertebrate Retina: Rod Cell to Bipolar Cell”, IEEE International Conference on Telecommunications and Signal Processing, Barcelona, Spain, Jul. 2017, pp. 391-394.

### J.K. Eshraghian, S.B. Baek, K.R. Cho, N. Iannella, J.H. Kim, Y.S. Goo, H.H.C. Iu, T. Fernando, and K. Eshraghian, “Modelling and analysis of signal flow platform implementation into retinal cell pathway”, IEEE Asia Pacific Conference on Circuits and Systems, Jeju, Republic of Korea, Oct. 2016.

### J.K. Eshraghian, H.H.C. Iu, T. Fernando, D. Yu, and Z. Li, “Modelling and characterization of dynamic behavior of coupled memristor circuits,” IEEE International Symposium on Circuits and Systems, Montreal, Canada, May 2016.

## LIVE DEMONSTRATIONS

### C. Arrow, J. K. Eshraghian, H. Wu, H. H. C. Iu and K. Nazarpour, "Live Demonstration: Prosthetic Control Using a Real-Time Retina Cell Network Simulator", 2020 IEEE International Conference on Electronics, Circuits & Systems, Glasgow, Scotland (Best Live Demo Award).

###

### J.K. Eshraghian, S. Baek, W. Thio, Y. Sandamirskaya, H.H.C. Iu and W. Lu, “Live Demonstration: Video-to-Spike Conversion Using a Real-Time Retina Cell Network Simulator”, 2020 IEEE Artificial Intelligence Circuits and Systems Conference, Milan, Italy, March 2020, p. 131.

### S.B. Baek, J.K. Eshraghian, K.R. Cho, N. Iannella, J.H. Kim, H.H.C. Iu, T. Fernando, K. Eshraghian, “Live demonstration: Signal flow platform implementation into retinal cell pathway”, IEEE Asia Pacific Conference on Circuits and Systems, Jeju, Republic of Korea, pp. 740-741, Oct. 2016

## ABSTRACTS

### J. K. Eshraghian, J. Lee, S. Baek, O. Kavehei, N. Ganganath, W. Lei, H.H.C. Iu, D.S. Jeong, K.R. Cho, S.M. Kang, “CrossStack: A 2.5-D Reconfigurable ReRAM Crossbar Inference Engine”, IEEE International Symposium on Circuits and Systems, Sapporo, Japan, May 2019. Late Breaking News Session.

### S. Stuyls, B. Giraldo, J.K. Eshraghian, S.M. Kang, “Memristor-assisted VLSI Circuits Beyond Moore’s Law”, Memrisys 2019, Dresden, Germany, July 2019.

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