An Efficient Neural Cell Architecture for Spiking Neural Networks
Neurons in a Spiking Neural Network (SNN) communicate using electrical pulses or spikes. They fire or trigger conditionally, and learning is sensitive to such triggers' timing and duration. The Leaky Integrate and Fire (LIF) model is the most widely used SNN neuron model. Most existing LIF-base...
| Published in: | IEEE Open Journal of the Computer Society |
|---|---|
| Main Authors: | Kasem Khalil, Ashok Kumar, Magdy Bayoumi |
| Format: | Article |
| Language: | English |
| Published: |
IEEE
2025-01-01
|
| Subjects: | |
| Online Access: | https://ieeexplore.ieee.org/document/10972324/ |
Similar Items
Advancing EEG based stress detection using spiking neural networks and convolutional spiking neural networks
by: Aaditya Joshi, et al.
Published: (2025-07-01)
by: Aaditya Joshi, et al.
Published: (2025-07-01)
A Convolutional Neural Network to Spiking Neural Network Conversion Framework for Seismic Denoising
by: Shuna Chen, et al.
Published: (2025-01-01)
by: Shuna Chen, et al.
Published: (2025-01-01)
Benchmarking Artificial Neural Network Architectures for High-Performance Spiking Neural Networks
by: Riadul Islam, et al.
Published: (2024-02-01)
by: Riadul Islam, et al.
Published: (2024-02-01)
A Little Energy Goes a Long Way: Build an Energy-Efficient, Accurate Spiking Neural Network From Convolutional Neural Network
by: Dengyu Wu, et al.
Published: (2022-05-01)
by: Dengyu Wu, et al.
Published: (2022-05-01)
Optimizing event-driven spiking neural network with regularization and cutoff
by: Dengyu Wu, et al.
Published: (2025-02-01)
by: Dengyu Wu, et al.
Published: (2025-02-01)
Self-calibrating First Spike Temporal Encoding Neuron Model
by: FENG Ren, CHEN Yunhua, XIONG Zhimin, CHEN Pinghua
Published: (2024-03-01)
by: FENG Ren, CHEN Yunhua, XIONG Zhimin, CHEN Pinghua
Published: (2024-03-01)
Advancing optical spiking neural networks with exciton-polaritons
by: Krzysztof Tyszka, et al.
Published: (2025-01-01)
by: Krzysztof Tyszka, et al.
Published: (2025-01-01)
Editorial: Spiking Neural Network Learning, Benchmarking, Programming and Executing
by: Guoqi Li, et al.
Published: (2020-04-01)
by: Guoqi Li, et al.
Published: (2020-04-01)
SNNtrainer3D: Training Spiking Neural Networks Using a User-Friendly Application with 3D Architecture Visualization Capabilities
by: Sorin Liviu Jurj, et al.
Published: (2024-07-01)
by: Sorin Liviu Jurj, et al.
Published: (2024-07-01)
SNN eXpress: Streamlining low-power AI-SoC development with unsigned weight accumulation spiking neural network
by: Hyeonguk Jang, et al.
Published: (2024-10-01)
by: Hyeonguk Jang, et al.
Published: (2024-10-01)
Spiking neural networks fine-tuning for brain image segmentation
by: Ye Yue, et al.
Published: (2023-11-01)
by: Ye Yue, et al.
Published: (2023-11-01)
NeuBridge: bridging quantized activations and spiking neurons for ANN-SNN conversion
by: Yuchen Yang, et al.
Published: (2025-01-01)
by: Yuchen Yang, et al.
Published: (2025-01-01)
Accelerating spiking neural network simulations with PymoNNto and PymoNNtorch
by: Marius Vieth, et al.
Published: (2024-02-01)
by: Marius Vieth, et al.
Published: (2024-02-01)
Exploring the Connection Between Binary and Spiking Neural Networks
by: Sen Lu, et al.
Published: (2020-06-01)
by: Sen Lu, et al.
Published: (2020-06-01)
Commentary: Accelerating spiking neural network simulations with PymoNNto and PymoNNtorch
by: Hans Ekkehard Plesser, et al.
Published: (2024-10-01)
by: Hans Ekkehard Plesser, et al.
Published: (2024-10-01)
A Curiosity-Based Learning Method for Spiking Neural Networks
by: Mengting Shi, et al.
Published: (2020-02-01)
by: Mengting Shi, et al.
Published: (2020-02-01)
Electrocardiography Classification with Leaky Integrate-and-Fire Neurons in an Artificial Neural Network-Inspired Spiking Neural Network Framework
by: Amrita Rana, et al.
Published: (2024-05-01)
by: Amrita Rana, et al.
Published: (2024-05-01)
Area- and Energy-Efficient STDP Learning Algorithm for Spiking Neural Network SoC
by: Giseok Kim, et al.
Published: (2020-01-01)
by: Giseok Kim, et al.
Published: (2020-01-01)
On-FPGA Spiking Neural Networks for End-to-End Neural Decoding
by: Gianluca Leone, et al.
Published: (2023-01-01)
by: Gianluca Leone, et al.
Published: (2023-01-01)
Heterogeneous recurrent spiking neural network for spatio-temporal classification
by: Biswadeep Chakraborty, et al.
Published: (2023-01-01)
by: Biswadeep Chakraborty, et al.
Published: (2023-01-01)
Toward a Lossless Conversion for Spiking Neural Networks with Negative‐Spike Dynamics
by: Chenglong Zou, et al.
Published: (2023-12-01)
by: Chenglong Zou, et al.
Published: (2023-12-01)
Editorial: Theoretical advances and practical applications of spiking neural networks
by: Gaetano Di Caterina, et al.
Published: (2024-04-01)
by: Gaetano Di Caterina, et al.
Published: (2024-04-01)
A Cost-Efficient High-Speed VLSI Architecture for Spiking Convolutional Neural Network Inference Using Time-Step Binary Spike Maps
by: Ling Zhang, et al.
Published: (2021-09-01)
by: Ling Zhang, et al.
Published: (2021-09-01)
Equivalence of Additive and Multiplicative Coupling in Spiking Neural Networks
by: Georg Borner, et al.
Published: (2023-01-01)
by: Georg Borner, et al.
Published: (2023-01-01)
Three-stage hybrid spiking neural networks fine-tuning for speech enhancement
by: Nidal Abuhajar, et al.
Published: (2025-04-01)
by: Nidal Abuhajar, et al.
Published: (2025-04-01)
Spike-Weighted Spiking Neural Network with Spiking Long Short-Term Memory: A Biomimetic Approach to Decoding Brain Signals
by: Kyle McMillan, et al.
Published: (2024-04-01)
by: Kyle McMillan, et al.
Published: (2024-04-01)
A comparative review of deep and spiking neural networks for edge AI neuromorphic circuits
by: Pietro M. Ferreira, et al.
Published: (2025-10-01)
by: Pietro M. Ferreira, et al.
Published: (2025-10-01)
An All-MRR-Based Photonic Spiking Neural Network for Spike Sequence Learning
by: Yanan Han, et al.
Published: (2022-02-01)
by: Yanan Han, et al.
Published: (2022-02-01)
Reducing the spike rate of deep spiking neural networks based on time-encoding
by: Riccardo Fontanini, et al.
Published: (2024-01-01)
by: Riccardo Fontanini, et al.
Published: (2024-01-01)
Optimal Mapping of Spiking Neural Network to Neuromorphic Hardware for Edge-AI
by: Chao Xiao, et al.
Published: (2022-09-01)
by: Chao Xiao, et al.
Published: (2022-09-01)
The geometry of robustness in spiking neural networks
by: Nuno Calaim, et al.
Published: (2022-05-01)
by: Nuno Calaim, et al.
Published: (2022-05-01)
Simulation of In-Situ Training in Spike Neural Network Based on Non-Ideal Memristors
by: Lan Ma, et al.
Published: (2023-01-01)
by: Lan Ma, et al.
Published: (2023-01-01)
Efficient spiking convolutional neural networks accelerator with multi-structure compatibility
by: Jiadong Wu, et al.
Published: (2025-09-01)
by: Jiadong Wu, et al.
Published: (2025-09-01)
Research on Spiking Neural Network Based on STDP Rule
by: ZHUANG Zujiang, FANG Yu, LEI Jianchao, LIU Dongbo, WANG Haibin
Published: (2020-09-01)
by: ZHUANG Zujiang, FANG Yu, LEI Jianchao, LIU Dongbo, WANG Haibin
Published: (2020-09-01)
Implementing Holographic Reduced Representations for Spiking Neural Networks
by: Vidura Sumanasena, et al.
Published: (2025-01-01)
by: Vidura Sumanasena, et al.
Published: (2025-01-01)
Training Spiking Neural Networks with Metaheuristic Algorithms
by: Amirhossein Javanshir, et al.
Published: (2023-04-01)
by: Amirhossein Javanshir, et al.
Published: (2023-04-01)
Blessing of dimensionality in spiking neural networks: the by-chance functional learning
by: Valeri A. Makarov, et al.
Published: (2025-06-01)
by: Valeri A. Makarov, et al.
Published: (2025-06-01)
A Novel Electronic Nose Using Biomimetic Spiking Neural Network for Mixed Gas Recognition
by: Yingying Xue, et al.
Published: (2024-07-01)
by: Yingying Xue, et al.
Published: (2024-07-01)
EXODUS: Stable and efficient training of spiking neural networks
by: Felix C. Bauer, et al.
Published: (2023-02-01)
by: Felix C. Bauer, et al.
Published: (2023-02-01)
iPro-CSAF: identification of promoters based on convolutional spiking neural networks and spiking attention mechanism
by: Qian Zhou, et al.
Published: (2025-03-01)
by: Qian Zhou, et al.
Published: (2025-03-01)
Similar Items
-
Advancing EEG based stress detection using spiking neural networks and convolutional spiking neural networks
by: Aaditya Joshi, et al.
Published: (2025-07-01) -
A Convolutional Neural Network to Spiking Neural Network Conversion Framework for Seismic Denoising
by: Shuna Chen, et al.
Published: (2025-01-01) -
Benchmarking Artificial Neural Network Architectures for High-Performance Spiking Neural Networks
by: Riadul Islam, et al.
Published: (2024-02-01) -
A Little Energy Goes a Long Way: Build an Energy-Efficient, Accurate Spiking Neural Network From Convolutional Neural Network
by: Dengyu Wu, et al.
Published: (2022-05-01) -
Optimizing event-driven spiking neural network with regularization and cutoff
by: Dengyu Wu, et al.
Published: (2025-02-01)
