Efficient sparse spiking auto-encoder for reconstruction, denoising and classification
Auto-encoders are capable of performing input reconstruction, denoising, and classification through an encoder-decoder structure. Spiking Auto-Encoders (SAEs) can utilize asynchronous sparse spikes to improve power efficiency and processing latency on neuromorphic hardware. In our work, we propose a...
| 發表在: | Neuromorphic Computing and Engineering |
|---|---|
| Main Authors: | Ben Walters, Hamid Rahimian Kalatehbali, Zhengyu Cai, Roman Genov, Amirali Amirsoleimani, Jason Eshraghian, Mostafa Rahimi Azghadi |
| 格式: | Article |
| 語言: | 英语 |
| 出版: |
IOP Publishing
2024-01-01
|
| 主題: | |
| 在線閱讀: | https://doi.org/10.1088/2634-4386/ad5c97 |
相似書籍
Perception Understanding Action: Adding Understanding to the Perception Action Cycle With Spiking Segmentation
由: Paul Kirkland, et al.
出版: (2020-10-01)
由: Paul Kirkland, et al.
出版: (2020-10-01)
NeuroMorse: a temporally structured dataset for neuromorphic computing
由: Ben Walters, et al.
出版: (2025-01-01)
由: Ben Walters, et al.
出版: (2025-01-01)
High-Performance and Energy-Efficient Leaky Integrate-and-Fire Neuron and Spike Timing-Dependent Plasticity Circuits in 7nm FinFET Technology
由: Mohammad Khaleqi Qaleh Jooq, et al.
出版: (2023-01-01)
由: Mohammad Khaleqi Qaleh Jooq, et al.
出版: (2023-01-01)
A Review of Graphene‐Based Memristive Neuromorphic Devices and Circuits
由: Ben Walters, et al.
出版: (2023-10-01)
由: Ben Walters, et al.
出版: (2023-10-01)
Area- and Energy-Efficient STDP Learning Algorithm for Spiking Neural Network SoC
由: Giseok Kim, et al.
出版: (2020-01-01)
由: Giseok Kim, et al.
出版: (2020-01-01)
Application of a Brain-Inspired Spiking Neural Network Architecture to Odor Data Classification
由: Anup Vanarse, et al.
出版: (2020-05-01)
由: Anup Vanarse, et al.
出版: (2020-05-01)
SPICE-Level Demonstration of Unsupervised Learning With Spintronic Synapses in Spiking Neural Networks
由: Salah Daddinounou, et al.
出版: (2025-01-01)
由: Salah Daddinounou, et al.
出版: (2025-01-01)
A Neuromorphic-Hardware Oriented Bio-Plausible Online-Learning Spiking Neural Network Model
由: G. C. Qiao, et al.
出版: (2019-01-01)
由: G. C. Qiao, et al.
出版: (2019-01-01)
Bi-sigmoid spike-timing dependent plasticity learning rule for magnetic tunnel junction-based SNN
由: Salah Daddinounou, et al.
出版: (2024-05-01)
由: Salah Daddinounou, et al.
出版: (2024-05-01)
BAM-SLDK: biologically inspired attention mechanism with spiking learnable delayed kernel synapses
由: Mario Chacón-Falcón, et al.
出版: (2025-01-01)
由: Mario Chacón-Falcón, et al.
出版: (2025-01-01)
LDD: High-Precision Training of Deep Spiking Neural Network Transformers Guided by an Artificial Neural Network
由: Yuqian Liu, et al.
出版: (2024-07-01)
由: Yuqian Liu, et al.
出版: (2024-07-01)
Spike-timing-dependent plasticity: a comprehensive overview
由: Henry eMarkram, et al.
出版: (2012-07-01)
由: Henry eMarkram, et al.
出版: (2012-07-01)
Adaptive STDP-based on-chip spike pattern detection
由: Ashish Gautam, et al.
出版: (2023-07-01)
由: Ashish Gautam, et al.
出版: (2023-07-01)
Analog Implementation of a Spiking Neuron with Memristive Synapses for Deep Learning Processing
由: Royce R. Ramirez-Morales, et al.
出版: (2024-06-01)
由: Royce R. Ramirez-Morales, et al.
出版: (2024-06-01)
NeuBridge: bridging quantized activations and spiking neurons for ANN-SNN conversion
由: Yuchen Yang, et al.
出版: (2025-01-01)
由: Yuchen Yang, et al.
出版: (2025-01-01)
Continuous signal sparse encoding using analog neuromorphic variability
由: Filippo Costa, et al.
出版: (2025-01-01)
由: Filippo Costa, et al.
出版: (2025-01-01)
High-accuracy deep ANN-to-SNN conversion using quantization-aware training framework and calcium-gated bipolar leaky integrate and fire neuron
由: Haoran Gao, et al.
出版: (2023-03-01)
由: Haoran Gao, et al.
出版: (2023-03-01)
A Heterogeneous Spiking Neural Network for Unsupervised Learning of Spatiotemporal Patterns
由: Xueyuan She, et al.
出版: (2021-01-01)
由: Xueyuan She, et al.
出版: (2021-01-01)
Spike Optimization to Improve Properties of Ferroelectric Tunnel Junction Synaptic Devices for Neuromorphic Computing System Applications
由: Jisu Byun, et al.
出版: (2023-10-01)
由: Jisu Byun, et al.
出版: (2023-10-01)
A TTFS-based energy and utilization efficient neuromorphic CNN accelerator
由: Miao Yu, et al.
出版: (2023-05-01)
由: Miao Yu, et al.
出版: (2023-05-01)
A compound memristive synapse model for statistical learning through STDP in spiking neural networks
由: Johannes eBill, et al.
出版: (2014-12-01)
由: Johannes eBill, et al.
出版: (2014-12-01)
Continual Learning With Neuromorphic Computing: Foundations, Methods, and Emerging Applications
由: Mishal Fatima Minhas, et al.
出版: (2025-01-01)
由: Mishal Fatima Minhas, et al.
出版: (2025-01-01)
Unsupervised Adaptive Weight Pruning for Energy-Efficient Neuromorphic Systems
由: Wenzhe Guo, et al.
出版: (2020-11-01)
由: Wenzhe Guo, et al.
出版: (2020-11-01)
Structural Plasticity Denoises Responses and Improves Learning Speed
由: Robin Spiess, et al.
出版: (2016-09-01)
由: Robin Spiess, et al.
出版: (2016-09-01)
Spiking neural network with local plasticity and sparse connectivity for audio classification
由: Rybka, Roman Борисович, et al.
出版: (2024-03-01)
由: Rybka, Roman Борисович, et al.
出版: (2024-03-01)
Spike train auto-structure impacts post-synaptic firing and timing based plasticity
由: Bertram eScheller, et al.
出版: (2011-12-01)
由: Bertram eScheller, et al.
出版: (2011-12-01)
Unsupervised sparse coding-based spiking neural network for real-time spike sorting
由: Alexis Mélot, et al.
出版: (2025-01-01)
由: Alexis Mélot, et al.
出版: (2025-01-01)
A Biologically Inspired Movement Recognition System with Spiking Neural Networks for Ambient Assisted Living Applications
由: Athanasios Passias, et al.
出版: (2024-05-01)
由: Athanasios Passias, et al.
出版: (2024-05-01)
Reinforced liquid state machines—new training strategies for spiking neural networks based on reinforcements
由: Dominik Krenzer, et al.
出版: (2025-05-01)
由: Dominik Krenzer, et al.
出版: (2025-05-01)
Demonstrating Advantages of Neuromorphic Computation: A Pilot Study
由: Timo Wunderlich, et al.
出版: (2019-03-01)
由: Timo Wunderlich, et al.
出版: (2019-03-01)
Spike-Timing Dependent Plasticity in Unipolar Silicon Oxide RRAM Devices
由: Konstantin Zarudnyi, et al.
出版: (2018-02-01)
由: Konstantin Zarudnyi, et al.
出版: (2018-02-01)
Utilizing the Neuronal Behavior of Spiking Neurons to Recognize Music Signals Based on Time Coding Features
由: Dhvani Shah, et al.
出版: (2022-01-01)
由: Dhvani Shah, et al.
出版: (2022-01-01)
Time–frequency analysis using spiking neural network
由: Moshe Bensimon, et al.
出版: (2024-01-01)
由: Moshe Bensimon, et al.
出版: (2024-01-01)
Toward Reflective Spiking Neural Networks Exploiting Memristive Devices
由: Valeri A. Makarov, et al.
出版: (2022-06-01)
由: Valeri A. Makarov, et al.
出版: (2022-06-01)
Spiking neural networks for nonlinear regression
由: Alexander Henkes, et al.
出版: (2024-05-01)
由: Alexander Henkes, et al.
出版: (2024-05-01)
Neuromorphic Wireless Split Computing With Multi-Level Spikes
由: Dengyu Wu, et al.
出版: (2025-01-01)
由: Dengyu Wu, et al.
出版: (2025-01-01)
Neuromorphic algorithms for brain implants: a review
由: Wiktoria Agata Pawlak, et al.
出版: (2025-04-01)
由: Wiktoria Agata Pawlak, et al.
出版: (2025-04-01)
Continual learning with hebbian plasticity in sparse and predictive coding networks: a survey and perspective
由: Ali Safa
出版: (2024-01-01)
由: Ali Safa
出版: (2024-01-01)
Synaptic Characteristic of Hafnia-Based Ferroelectric Tunnel Junction Device for Neuromorphic Computing Application
由: Wonwoo Kho, et al.
出版: (2022-12-01)
由: Wonwoo Kho, et al.
出版: (2022-12-01)
Direct training high-performance deep spiking neural networks: a review of theories and methods
由: Chenlin Zhou, et al.
出版: (2024-07-01)
由: Chenlin Zhou, et al.
出版: (2024-07-01)
相似書籍
-
Perception Understanding Action: Adding Understanding to the Perception Action Cycle With Spiking Segmentation
由: Paul Kirkland, et al.
出版: (2020-10-01) -
NeuroMorse: a temporally structured dataset for neuromorphic computing
由: Ben Walters, et al.
出版: (2025-01-01) -
High-Performance and Energy-Efficient Leaky Integrate-and-Fire Neuron and Spike Timing-Dependent Plasticity Circuits in 7nm FinFET Technology
由: Mohammad Khaleqi Qaleh Jooq, et al.
出版: (2023-01-01) -
A Review of Graphene‐Based Memristive Neuromorphic Devices and Circuits
由: Ben Walters, et al.
出版: (2023-10-01) -
Area- and Energy-Efficient STDP Learning Algorithm for Spiking Neural Network SoC
由: Giseok Kim, et al.
出版: (2020-01-01)
