Jason K. Eshraghian

Publication Activity (10 Years)

Years Active: 2020-2024
Publications (10 Years): 34

Top Topics

Nonlinear Regression

Language Modeling

Biologically Inspired

Top Venues

Adv. Intell. Syst.

Neuromorph. Comput. Eng.

Publications

Sreyes Venkatesh, Razvan Marinescu, Jason K. Eshraghian
SQUAT: Stateful Quantization-Aware Training in Recurrent Spiking Neural Networks. NICE (2024)
Rui-Jie Zhu, Ziqing Wang, Leilani Gilpin, Jason K. Eshraghian
Autonomous Driving with Spiking Neural Networks. CoRR (2024)
Ziyu Wang, Fan-Hsuan Meng, Yongmo Park, Jason K. Eshraghian, Wei D. Lu
Side-Channel Attack Analysis on In-Memory Computing Architectures. IEEE Trans. Emerg. Top. Comput. 12 (1) (2024)
Pao-Sheng Vincent Sun, Alexander Titterton, Anjlee Gopiani, Tim Santos, Arindam Basu, Wei D. Lu, Jason K. Eshraghian
Exploiting deep learning accelerators for neuromorphic workloads. Neuromorph. Comput. Eng. 4 (1) (2024)
Yimeng Shan, Malu Zhang, Rui-Jie Zhu, Xuerui Qiu, Jason K. Eshraghian, Haicheng Qu
Advancing Spiking Neural Networks towards Multiscale Spatiotemporal Interaction Learning. CoRR (2024)
Rui-Jie Zhu, Yu Zhang, Ethan Sifferman, Tyler Sheaves, Yiqiao Wang, Dustin Richmond, Peng Zhou, Jason K. Eshraghian
Scalable MatMul-free Language Modeling. CoRR (2024)
Sreyes Venkatesh, Razvan Marinescu, Jason K. Eshraghian
SQUAT: Stateful Quantization-Aware Training in Recurrent Spiking Neural Networks. CoRR (2024)
Fabrizio Ottati, Chang Gao, Qinyu Chen, Giovanni Brignone, Mario R. Casu, Jason K. Eshraghian, Luciano Lavagno
To Spike or Not To Spike: A Digital Hardware Perspective on Deep Learning Acceleration. CoRR (2023)
Tim Zhang, Amirali Amirsoleimani, Jason K. Eshraghian, Mostafa Rahimi Azghadi, Roman Genov, Yu Xia
SSCAE: A Neuromorphic SNN Autoencoder for sc-RNA-seq Dimensionality Reduction. ISCAS (2023)
Ziyao Zhang, Zhangyu Xu, Helen M. McGuire, Chip Essam, Andrew P. Nicholson, Tara J. Hamilton, Jiayin Li, Jason K. Eshraghian, Ken-Tye Yong, Daniele Vigolo, Omid Kavehei
Neuromorphic cytometry: implementation on cell counting and size estimation. Neuromorph. Comput. Eng. 3 (4) (2023)
Peng Zhou, Dong-Uk Choi, Sung-Mo Kang, Jason K. Eshraghian
Backpropagating Errors Through Memristive Spiking Neural Networks. ISCAS (2023)
Jens E. Pedersen, Steven Abreu, Matthias Jobst, Gregor Lenz, Vittorio Fra, Felix Christian Bauer, Dylan R. Muir, Peng Zhou, Bernhard Vogginger, Kade Heckel, Gianvito Urgese, Sadasivan Shankar, Terrence C. Stewart, Jason K. Eshraghian, Sadique Sheik
Neuromorphic Intermediate Representation: A Unified Instruction Set for Interoperable Brain-Inspired Computing. CoRR (2023)
Xiao-Jing Li, Xiaoyuan Wang, Pu Li, Herbert H. C. Iu, Jason K. Eshraghian, Sanjoy Kumar Nandi, Shimul Kanti Nath, Robert Glen Elliman
Tri-State Memristors Based on Composable Discrete Devices. Int. J. Bifurc. Chaos 33 (7) (2023)
Ya Li, Jing-Hao Luo, Qing-Yun Dai, Jason K. Eshraghian, Bingo Wing-Kuen Ling, Ciyan Zheng, Xiao-Li Wang
A deep learning approach to cardiovascular disease classification using empirical mode decomposition for ECG feature extraction. Biomed. Signal Process. Control. 79 (Part) (2023)
Yikai Yang, Jason K. Eshraghian, Nhan Duy Truong, Armin Nikpour, Omid Kavehei
Neuromorphic deep spiking neural networks for seizure detection. Neuromorph. Comput. Eng. 3 (1) (2023)
Jason K. Eshraghian, Max Ward, Emre O. Neftci, Xinxin Wang, Gregor Lenz, Girish Dwivedi, Mohammed Bennamoun, Doo Seok Jeong, Wei D. Lu
Training Spiking Neural Networks Using Lessons From Deep Learning. Proc. IEEE 111 (9) (2023)
Ziyu Wang, Yuting Wu, Yongmo Park, Sangmin Yoo, Xinxin Wang, Jason K. Eshraghian, Wei D. Lu
PowerGAN: A Machine Learning Approach for Power Side-Channel Attack on Compute-in-Memory Accelerators. CoRR (2023)
Ziyu Wang, Yuting Wu, Yongmo Park, Sangmin Yoo, Xinxin Wang, Jason K. Eshraghian, Wei D. Lu
PowerGAN: A Machine Learning Approach for Power Side-Channel Attack on Compute-in-Memory Accelerators. Adv. Intell. Syst. 5 (12) (2023)
Jason K. Eshraghian, Arindam Basu, Corey Lammie, Shih-Chii Liu, Priyadarshini Panda
Guest Editorial Dynamical Neuro-AI Learning Systems: Devices, Circuits, Architecture and Algorithms. IEEE J. Emerg. Sel. Topics Circuits Syst. 13 (4) (2023)
Ruomin Zhu, Jason K. Eshraghian, Zdenka Kuncic
Memristive Reservoirs Learn to Learn. CoRR (2023)
Yinsong Chen, Samson S. Yu, Jason K. Eshraghian, Chee Peng Lim
Multi-Objective Spiking Neural Network for Optimal Wind Power Prediction Interval. ISCAS (2023)
Farhad Modaresi, Matthew Guthaus, Jason K. Eshraghian
OpenSpike: An OpenRAM SNN Accelerator. CoRR (2023)
Luis Fernando Herbozo Contreras, Nhan Duy Truong, Jason K. Eshraghian, Zhangyu Xu, Zhaojing Huang, Armin Nikpour, Omid Kavehei
Neuromorphic Neuromodulation: Towards the next generation of on-device AI-revolution in electroceuticals. CoRR (2023)
Ahmet Samil Demirkol, Alon Ascoli, Ronald Tetzlaff, Jason K. Eshraghian, Sung Mo Kang
A Qualitative Approach for the Design of a Locally Active Memristor Based Neuron Circuit. ICECS (2023)
Fabrizio Ottati, Chang Gao, Qinyu Chen, Giovanni Brignone, Mario R. Casu, Jason K. Eshraghian, Luciano Lavagno
To Spike or Not to Spike: A Digital Hardware Perspective on Deep Learning Acceleration. IEEE J. Emerg. Sel. Topics Circuits Syst. 13 (4) (2023)
Farhad Modaresi, Matthew Guthaus, Jason K. Eshraghian
OpenSpike: An OpenRAM SNN Accelerator. ISCAS (2023)
Rui-Jie Zhu, Qihang Zhao, Jason K. Eshraghian
SpikeGPT: Generative Pre-trained Language Model with Spiking Neural Networks. CoRR (2023)
Peng Zhou, Jason K. Eshraghian, Dong-Uk Choi, Sung-Mo Kang
SPICEprop: Backpropagating Errors Through Memristive Spiking Neural Networks. CoRR (2022)
Alexander Henkes, Jason K. Eshraghian, Henning Wessels
Spiking neural networks for nonlinear regression. CoRR (2022)
Ciyan Zheng, Long Peng, Jason K. Eshraghian, Xiao-Li Wang, Jian Cen, Herbert Ho-Ching Iu
Spiking Neuron Implementation Using a Novel Floating Memcapacitor Emulator. Int. J. Bifurc. Chaos 32 (15) (2022)
Pu Li, Xiaoyuan Wang, Xue Zhang, Jason K. Eshraghian, Herbert Ho-Ching Lu
Spice modelling of a tri-state memristor and analysis of its series and parallel characteristics. IET Circuits Devices Syst. 16 (1) (2022)
Jason K. Eshraghian, Corey Lammie, Mostafa Rahimi Azghadi, Wei D. Lu
Navigating Local Minima in Quantized Spiking Neural Networks. CoRR (2022)
Mostafa Rahimi Azghadi, Ying-Chen Chen, Jason K. Eshraghian, Jia Chen, Chih-Yang Lin, Amirali Amirsoleimani, Adnan Mehonic, Anthony J. Kenyon, Burt Fowler, Jack C. Lee, Yao-Feng Chang
Complementary Metal-Oxide Semiconductor and Memristive Hardware for Neuromorphic Computing. Adv. Intell. Syst. 2 (5) (2020)
Mostafa Rahimi Azghadi, Ying-Chen Chen, Jason K. Eshraghian, Jia Chen, Chih-Yang Lin, Amirali Amirsoleimani, Adnan Mehonic, Anthony J. Kenyon, Burt Fowler, Jack C. Lee, Yao-Feng Chang
Complementary Metal-Oxide Semiconductor and Memristive Hardware for Neuromorphic Computing. Adv. Intell. Syst. 2 (5) (2020)