Spiking Neural Networks and Online Learning: An Overview and Perspectives

23 July 2019

Papers citing "Spiking Neural Networks and Online Learning: An Overview and Perspectives"

42 / 42 papers shown

Title
A Low-Cost Real-Time Spiking System for Obstacle Detection based on Ultrasonic Sensors and Rate Coding A. Ayuso-Martinez Daniel Casanueva-Morato Juan Pedro Dominguez-Morales Angel Jimenez-Fernandez Gabriel Jimenez-Moreno 33 1 0 04 Sep 2024
When In-memory Computing Meets Spiking Neural Networks -- A Perspective on Device-Circuit-System-and-Algorithm Co-design Abhishek Moitra Abhiroop Bhattacharjee Yuhang Li Youngeun Kim Priyadarshini Panda 62 3 0 22 Aug 2024
AT-SNN: Adaptive Tokens for Vision Transformer on Spiking Neural Network Donghwa Kang Youngmoon Lee Eun-Kyu Lee Brent Kang Jinkyu Lee Hyeongboo Baek ViT 76 0 0 22 Aug 2024
Towards Efficient Deployment of Hybrid SNNs on Neuromorphic and Edge AI Hardware J. Seekings Peyton S. Chandarana Mahsa Ardakani Mohammadreza Mohammadi Ramtin Zand 40 2 0 11 Jul 2024
Exploiting Heterogeneity in Timescales for Sparse Recurrent Spiking Neural Networks for Energy-Efficient Edge Computing Biswadeep Chakraborty Saibal Mukhopadhyay 97 2 0 08 Jul 2024
EON-1: A Brain-Inspired Processor for Near-Sensor Extreme Edge Online Feature Extraction Alexandra Dobrita Amirreza Yousefzadeh Simon Thorpe K. Vadivel Paul Detterer ... Gert-Jan van Schaik Mario Konijnenburg A. Gebregiorgis Said Hamdioui Manolis Sifalakis 85 0 0 25 Jun 2024
Heterogeneous Federated Learning with Convolutional and Spiking Neural Networks Yingchao Yu Yuping Yan Jisong Cai Yaochu Jin FedML 63 0 0 14 Jun 2024
A survey on learning models of spiking neural membrane systems and spiking neural networks Prithwineel Paul Petr Sosík Lucie Ciencialová 70 2 0 27 Mar 2024
Realtime Facial Expression Recognition: Neuromorphic Hardware vs. Edge AI Accelerators Heath Smith J. Seekings Mohammadreza Mohammadi Ramtin Zand 30 6 0 30 Jan 2024
Bio-inspired computational memory model of the Hippocampus: an approach to a neuromorphic spike-based Content-Addressable Memory Daniel Casanueva-Morato A. Ayuso-Martinez Juan P. Dominguez-Morales Angel Jimenez-Fernandez Gabriel Jimenez-Moreno 22 1 0 09 Oct 2023
SSTFormer: Bridging Spiking Neural Network and Memory Support Transformer for Frame-Event based Recognition Tianlin Li Zong-Yao Wu Yao Rong Lin Zhu Bowei Jiang Jin Tang Yonghong Tian ViT 124 19 0 08 Aug 2023
Neuromorphic Online Learning for Spatiotemporal Patterns with a Forward-only Timeline Zhenhang Zhang Jingang Jin Haowen Fang Qinru Qiu 71 1 0 21 Jul 2023
Enhancing Energy Efficiency and Reliability in Autonomous Systems Estimation using Neuromorphic Approach Reza Ahmadvand S. S. Sharif Y. Banad 86 6 0 16 Jul 2023
Bio-inspired spike-based Hippocampus and Posterior Parietal Cortex models for robot navigation and environment pseudo-mapping Daniel Casanueva-Morato A. Ayuso-Martinez Juan P. Dominguez-Morales Angel Jimenez-Fernandez Gabriel Jimenez-Moreno Fernando Perez-Peña 19 3 0 22 May 2023
Exploring the Landscape of Machine Unlearning: A Comprehensive Survey and Taxonomy T. Shaik Xiaohui Tao Haoran Xie Lin Li Xiaofeng Zhu Qingyuan Li MU 120 30 0 10 May 2023
Dynamic Training of Liquid State Machines Pavithra Koralalage Ireoluwa Fakeye Pedro Machado Jason Smith I. Ihianle S. Yahaya Andreas Oikonomou Ahmad Lotfi 15 0 0 06 Feb 2023
What is Cognitive Computing? An Architecture and State of The Art S. Elnagar Manoj A. Thomas Kweku-Muata A. Osei-Bryson 108 3 0 02 Jan 2023
Learning from Data Streams: An Overview and Update Jesse Read Indr.e vZliobait.e 68 4 0 30 Dec 2022
Exploring Temporal Information Dynamics in Spiking Neural Networks Youngeun Kim Yuhang Li Hyoungseob Park Yeshwanth Venkatesha Anna Hambitzer Priyadarshini Panda 91 35 0 26 Nov 2022
A Novel Explainable Out-of-Distribution Detection Approach for Spiking Neural Networks Aitor Martinez Seras Javier Del Ser J. Lobo Pablo Garcia-Bringas N. Kasabov OODD 31 1 0 30 Sep 2022
Heterogeneous Recurrent Spiking Neural Network for Spatio-Temporal Classification Biswadeep Chakraborty Saibal Mukhopadhyay 85 21 0 22 Sep 2022
giMLPs: Gate with Inhibition Mechanism in MLPs Cheng Kang Jindich Prokop Lei Tong Huiyu Zhou Yong Hu Daneil Novak 33 0 0 01 Aug 2022
A bio-inspired implementation of a sparse-learning spike-based hippocampus memory model Daniel Casanueva-Morato A. Ayuso-Martinez Juan P. Dominguez-Morales Angel Jimenez-Fernandez Gabriel Jimenez-Moreno 35 9 0 10 Jun 2022
Construction of a spike-based memory using neural-like logic gates based on Spiking Neural Networks on SpiNNaker A. Ayuso-Martinez Daniel Casanueva-Morato Juan P. Dominguez-Morales Angel Jimenez-Fernandez Gabriel Jimenez-Moreno 46 4 0 08 Jun 2022
The Spike Gating Flow: A Hierarchical Structure Based Spiking Neural Network for Online Gesture Recognition Zihao Zhao Yanhong Wang Qiaosha Zou Tie Xu Fangbo Tao Jiansong Zhang Xiaoan Wang Chuanjin Richard Shi Junwen Luo Yuan Xie 90 1 0 04 Jun 2022
Online PAC-Bayes Learning Maxime Haddouche Benjamin Guedj 107 22 0 31 May 2022
Spike-based computational models of bio-inspired memories in the hippocampal CA3 region on SpiNNaker Daniel Casanueva-Morato A. Ayuso-Martinez Juan P. Dominguez-Morales Angel Jimenez-Fernandez Gabriel Jimenez-Moreno 29 7 0 10 May 2022
Distributed intelligence on the Edge-to-Cloud Continuum: A systematic literature review Daniel Rosendo Alexandru Costan P. Valduriez Gabriel Antoniu 62 86 0 29 Apr 2022
Cryogenic Neuromorphic Hardware Md. Mazharul Islam Shamiul Alam M. S. Hossain Kaushik Roy A. Aziz 14 24 0 25 Mar 2022
From Concept Drift to Model Degradation: An Overview on Performance-Aware Drift Detectors Firas Bayram Bestoun S. Ahmed A. Kassler 62 225 0 21 Mar 2022
Online Deep Learning based on Auto-Encoder Siyun Zhang Jian Liu Xin Zuo Run-kun Lu Siming Lian 74 6 0 19 Jan 2022
Adaptive Online Incremental Learning for Evolving Data Streams Siyun Zhang Jian-wei Liu Xin Zuo CLL 57 31 0 05 Jan 2022
Including STDP to eligibility propagation in multi-layer recurrent spiking neural networks Werner van der Veen 74 1 0 05 Jan 2022
BioLeaF: A Bio-plausible Learning Framework for Training of Spiking Neural Networks Yukun Yang Peng Li 74 3 0 14 Nov 2021
A TinyML Platform for On-Device Continual Learning with Quantized Latent Replays Leonardo Ravaglia Manuele Rusci D. Nadalini Alessandro Capotondi Francesco Conti Luca Benini BDL 104 68 0 20 Oct 2021
Astrocytes mediate analogous memory in a multi-layer neuron-astrocytic network Yuliya Tsybina I. Kastalskiy M. Krivonosov Alexey Zaikin Victor B. Kazantsev Alexander Gorban S. Gordleeva KELM 19 2 0 31 Aug 2021
BSNN: Towards Faster and Better Conversion of Artificial Neural Networks to Spiking Neural Networks with Bistable Neurons Yang Li Yi Zeng Dongcheng Zhao 64 27 0 27 May 2021
SpikeDyn: A Framework for Energy-Efficient Spiking Neural Networks with Continual and Unsupervised Learning Capabilities in Dynamic Environments Rachmad Vidya Wicaksana Putra Mohamed Bennai 66 33 0 28 Feb 2021
New Perspectives on the Use of Online Learning for Congestion Level Prediction over Traffic Data Eric L. Manibardo I. Laña J. Lobo Javier Del Ser AI4TS 41 3 0 27 Mar 2020
LUNAR: Cellular Automata for Drifting Data Streams J. Lobo Javier Del Ser Francisco Herrera AI4TS 38 4 0 06 Feb 2020
Unsupervised Anomaly Detection in Stream Data with Online Evolving Spiking Neural Networks P. Maciag Marzena Kryszkiewicz R. Bembenik J. Lobo Javier Del Ser AI4TS 33 56 0 18 Dec 2019
Bifurcation Spiking Neural Network Shao-Qun Zhang Zhao-Yu Zhang Zhi Zhou 40 8 0 18 Sep 2019