EvtSNN: Event-driven SNN simulator optimized by population and pre-filtering
Recently, spiking neural networks (SNNs) have been widely studied by researchers due to their biological interpretability and potential application of low power consumption. However, the traditional clock-driven simulators have the problem that the accuracy is limited by the time-step and the latera...
| Published in: | Frontiers in Neuroscience |
|---|---|
| Main Authors: | Lingfei Mo, Zhihan Tao |
| Format: | Article |
| Language: | English |
| Published: |
Frontiers Media S.A.
2022-09-01
|
| Subjects: | |
| Online Access: | https://www.frontiersin.org/articles/10.3389/fnins.2022.944262/full |
Similar Items
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)
Face Detection Using Hybrid SNN-ANN to Process Neuromorphic Event Stream
by: Waseem Shariff, et al.
Published: (2025-01-01)
by: Waseem Shariff, et al.
Published: (2025-01-01)
SWAM: Workload Automatic Mapper for SNN
by: YU Gongjian, ZHANG Lufei, LI Peiqi, HUA Xia, LIU Jiahang, CHAI Zhilei, CHEN Wenjie
Published: (2021-09-01)
by: YU Gongjian, ZHANG Lufei, LI Peiqi, HUA Xia, LIU Jiahang, CHAI Zhilei, CHEN Wenjie
Published: (2021-09-01)
Chip-In-Loop SNN Proxy Learning: a new method for efficient training of spiking neural networks
by: Yuhang Liu, et al.
Published: (2024-01-01)
by: Yuhang Liu, et al.
Published: (2024-01-01)
Bi-sigmoid spike-timing dependent plasticity learning rule for magnetic tunnel junction-based SNN
by: Salah Daddinounou, et al.
Published: (2024-05-01)
by: Salah Daddinounou, et al.
Published: (2024-05-01)
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)
Performance Optimization of NEST Simulator Based on SNN Neuron Relocation
by: LIU Jiahang, YU Gongjian, LI Peiqi, HUA Xia, CHAI Zhilei, CHEN Wenjie
Published: (2022-03-01)
by: LIU Jiahang, YU Gongjian, LI Peiqi, HUA Xia, CHAI Zhilei, CHEN Wenjie
Published: (2022-03-01)
SNN-Based Semantic Segmentation Method Using Adaptive Threshold and Multi-Feature Fusion
by: HUANG Yongbin, et al.
Published: (2024-12-01)
by: HUANG Yongbin, et al.
Published: (2024-12-01)
Communication and Topology-Aware Partitioning and Mapping Algorithm for SNN
by: HUANG Yao, CHAI Zhilei
Published: (2025-05-01)
by: HUANG Yao, CHAI Zhilei
Published: (2025-05-01)
Unsupervised Learning in a Ternary SNN Using STDP
by: Abhinav Gupta, et al.
Published: (2024-01-01)
by: Abhinav Gupta, et al.
Published: (2024-01-01)
From Convolution to Spikes for Mental Health: A CNN-to-SNN Approach Using the DAIC-WOZ Dataset
by: Victor Triohin, et al.
Published: (2025-08-01)
by: Victor Triohin, et al.
Published: (2025-08-01)
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)
MAP-SNN: Mapping spike activities with multiplicity, adaptability, and plasticity into bio-plausible spiking neural networks
by: Chengting Yu, et al.
Published: (2022-09-01)
by: Chengting Yu, et al.
Published: (2022-09-01)
TR-SNN: a lightweight spiking neural network based on tensor ring decomposition
by: Shifeng Mao, et al.
Published: (2025-12-01)
by: Shifeng Mao, et al.
Published: (2025-12-01)
High-accuracy deep ANN-to-SNN conversion using quantization-aware training framework and calcium-gated bipolar leaky integrate and fire neuron
by: Haoran Gao, et al.
Published: (2023-03-01)
by: Haoran Gao, et al.
Published: (2023-03-01)
Parallel Approaches for SNN-Based Nearest Neighbor Search in High-Dimensional Embedding Spaces: Application to Face Recognition
by: Lesia Mochurad, et al.
Published: (2025-09-01)
by: Lesia Mochurad, et al.
Published: (2025-09-01)
IC-SNN: Optimal ANN2SNN Conversion at Low Latency
by: Cuixia Li, et al.
Published: (2022-12-01)
by: Cuixia Li, et al.
Published: (2022-12-01)
Emotional Health Detection in HAR: New Approach Using Ensemble SNN
by: Luigi Bibbo’, et al.
Published: (2023-03-01)
by: Luigi Bibbo’, et al.
Published: (2023-03-01)
Digital design of a spatial-pow-STDP learning block with high accuracy utilizing pow CORDIC for large-scale image classifier spatiotemporal SNN
by: Mohammad Kazem Bahrami, et al.
Published: (2024-02-01)
by: Mohammad Kazem Bahrami, et al.
Published: (2024-02-01)
Event-Based Trajectory Prediction Using Spiking Neural Networks
by: Guillaume Debat, et al.
Published: (2021-05-01)
by: Guillaume Debat, et al.
Published: (2021-05-01)
Efficient Image Reconstruction and Recognition Based on LRC-SNN
by: SUO Jing, SONG Linlin, LI Qiang
Published: (2020-07-01)
by: SUO Jing, SONG Linlin, LI Qiang
Published: (2020-07-01)
ALSA: Associative Learning Based Supervised Learning Algorithm for SNN
by: Lingfei Mo, et al.
Published: (2022-03-01)
by: Lingfei Mo, et al.
Published: (2022-03-01)
Efficient SNN multi-cores MAC array acceleration on SpiNNaker 2
by: Jiaxin Huang, et al.
Published: (2023-08-01)
by: Jiaxin Huang, et al.
Published: (2023-08-01)
RescueSNN: enabling reliable executions on spiking neural network accelerators under permanent faults
by: Rachmad Vidya Wicaksana Putra, et al.
Published: (2023-04-01)
by: Rachmad Vidya Wicaksana Putra, et al.
Published: (2023-04-01)
Adaptive SNN for Anthropomorphic Finger Control
by: Mircea Hulea, et al.
Published: (2021-04-01)
by: Mircea Hulea, et al.
Published: (2021-04-01)
Bidirectional dynamic threshold SNN for enhanced object detection with rich spike information
by: Shaoxing Wu, et al.
Published: (2025-09-01)
by: Shaoxing Wu, et al.
Published: (2025-09-01)
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)
Boost event-driven tactile learning with location spiking neurons
by: Peng Kang, et al.
Published: (2023-04-01)
by: Peng Kang, et al.
Published: (2023-04-01)
STCA-SNN: self-attention-based temporal-channel joint attention for spiking neural networks
by: Xiyan Wu, et al.
Published: (2023-11-01)
by: Xiyan Wu, et al.
Published: (2023-11-01)
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)
A fast composition-stability machine learning model for screening MAX phases and guiding discovery of Ti2SnN
by: Zhiyao Lu, et al.
Published: (2025-04-01)
by: Zhiyao Lu, et al.
Published: (2025-04-01)
Research on SNN Learning Algorithms and Networks Based on Biological Plausibility
by: Bingqiang Huo, et al.
Published: (2025-01-01)
by: Bingqiang Huo, et al.
Published: (2025-01-01)
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)
Exploiting deep learning accelerators for neuromorphic workloads
by: Pao-Sheng Vincent Sun, et al.
Published: (2024-01-01)
by: Pao-Sheng Vincent Sun, et al.
Published: (2024-01-01)
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)
SPICE-Level Demonstration of Unsupervised Learning With Spintronic Synapses in Spiking Neural Networks
by: Salah Daddinounou, et al.
Published: (2025-01-01)
by: Salah Daddinounou, et al.
Published: (2025-01-01)
NEVESIM: Event-Driven Neural Simulation Framework with a Python Interface
by: Dejan ePecevski, et al.
Published: (2014-08-01)
by: Dejan ePecevski, et al.
Published: (2014-08-01)
Sa-SNN: spiking attention neural network for image classification
by: Yongping Dan, et al.
Published: (2024-11-01)
by: Yongping Dan, et al.
Published: (2024-11-01)
GenericSNN: A Framework for Easy Development of Spiking Neural Networks
by: Alberto Martin-Martin, et al.
Published: (2024-01-01)
by: Alberto Martin-Martin, et al.
Published: (2024-01-01)
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)
Similar Items
-
NeuBridge: bridging quantized activations and spiking neurons for ANN-SNN conversion
by: Yuchen Yang, et al.
Published: (2025-01-01) -
Face Detection Using Hybrid SNN-ANN to Process Neuromorphic Event Stream
by: Waseem Shariff, et al.
Published: (2025-01-01) -
SWAM: Workload Automatic Mapper for SNN
by: YU Gongjian, ZHANG Lufei, LI Peiqi, HUA Xia, LIU Jiahang, CHAI Zhilei, CHEN Wenjie
Published: (2021-09-01) -
Chip-In-Loop SNN Proxy Learning: a new method for efficient training of spiking neural networks
by: Yuhang Liu, et al.
Published: (2024-01-01) -
Bi-sigmoid spike-timing dependent plasticity learning rule for magnetic tunnel junction-based SNN
by: Salah Daddinounou, et al.
Published: (2024-05-01)
