Accurate and efficient time-domain classification with adaptive spiking recurrent neural networks

12 March 2021

Papers citing "Accurate and efficient time-domain classification with adaptive spiking recurrent neural networks"

50 / 107 papers shown

Title
Spike-driven Transformer V2: Meta Spiking Neural Network Architecture Inspiring the Design of Next-generation Neuromorphic Chips Man Yao Jiakui Hu Tianxiang Hu Yifan Xu Zhaokun Zhou Yonghong Tian Boxing Xu Guoqi Li 37 58 0 15 Feb 2024
Balanced Resonate-and-Fire Neurons Saya Higuchi Sebastian Kairat S. Bohté Sebastian Otte 24 6 0 02 Feb 2024
Benchmarking Spiking Neural Network Learning Methods with Varying Locality Jiaqi Lin Sen Lu Malyaban Bal Abhronil Sengupta 27 2 0 01 Feb 2024
Fully Spiking Actor Network with Intra-layer Connections for Reinforcement Learning Ding Chen Peixi Peng Tiejun Huang Yonghong Tian 26 6 0 09 Jan 2024
Spiker+: a framework for the generation of efficient Spiking Neural Networks FPGA accelerators for inference at the edge Alessio Carpegna Alessandro Savino S. Di Carlo 20 12 0 02 Jan 2024
Curriculum Design Helps Spiking Neural Networks to Classify Time Series Chenxi Sun Hongyan Li Moxian Song Derun Can linda Qiao 29 0 0 26 Dec 2023
Learning Long Sequences in Spiking Neural Networks Matei Ioan Stan Oliver Rhodes 37 11 0 14 Dec 2023
Astrocyte-Enabled Advancements in Spiking Neural Networks for Large Language Modeling Guobin Shen Dongcheng Zhao Yiting Dong Yang Li Jindong Li Kang Sun Yi Zeng 43 6 0 12 Dec 2023
Neuromorphic Intermediate Representation: A Unified Instruction Set for Interoperable Brain-Inspired Computing Jens Egholm Pedersen Steven Abreu Matthias Jobst Gregor Lenz Vittorio Fra ... Gianvito Urgese Sadasivan Shankar Terrence C. Stewart Jason Eshraghian Sadique Sheik 29 30 0 24 Nov 2023
Addressing the speed-accuracy simulation trade-off for adaptive spiking neurons Luke Taylor Andrew J. King N. Harper 30 6 0 19 Nov 2023
Brain-Inspired Spiking Neural Networks for Industrial Fault Diagnosis: A Survey, Challenges, and Opportunities Huan Wang Yanfang Li Konstantinos C. Gryllias AI4CE 33 4 0 13 Nov 2023
SpikingJelly: An open-source machine learning infrastructure platform for spike-based intelligence Wei Fang Yanqing Chen Jianhao Ding Zhaofei Yu T. Masquelier Ding Chen Liwei Huang Huihui Zhou Guoqi Li Yonghong Tian 25 202 0 25 Oct 2023
Delayed Memory Unit: Modelling Temporal Dependency Through Delay Gate Pengfei Sun Jibin Wu Malu Zhang P. Devos Dick Botteldooren 19 5 0 23 Oct 2023
Fully Spiking Neural Network for Legged Robots Xiaoyang Jiang Qiang Zhang Jingkai Sun Jiahang Cao Jingtong Ma Renjing Xu 19 5 0 08 Oct 2023
Efficient Video and Audio processing with Loihi 2 S. Shrestha Jonathan Timcheck Paxon Frady L. Campos-Macias Mike Davies 21 25 0 05 Oct 2023
A Unified Framework for Generative Data Augmentation: A Comprehensive Survey Yunhao Chen Zihui Yan Yunjie Zhu 29 3 0 30 Sep 2023
SpikeMOT: Event-based Multi-Object Tracking with Sparse Motion Features Song Wang Zhu Wang Can Li Xiaojuan Qi Hayden Kwok-Hay So 33 0 0 29 Sep 2023
Spiking-LEAF: A Learnable Auditory front-end for Spiking Neural Networks Zeyang Song Jibin Wu Malu Zhang Mike Zheng Shou Haizhou Li 45 4 0 18 Sep 2023
Co-learning synaptic delays, weights and adaptation in spiking neural networks Lucas Deckers Lauren Damme Ing Jyh Tsang W. V. Leekwijck Steven Latré 21 10 0 12 Sep 2023
Unleashing the Potential of Spiking Neural Networks for Sequential Modeling with Contextual Embedding Xinyi Chen Jibin Wu Huajin Tang Qinyuan Ren Kay Chen Tan 33 3 0 29 Aug 2023
TC-LIF: A Two-Compartment Spiking Neuron Model for Long-Term Sequential Modelling Shimin Zhang Qu Yang Chenxiang Ma Jibin Wu Haizhou Li Kay Chen Tan 30 16 0 25 Aug 2023
Stabilizing RNN Gradients through Pre-training Luca Herranz-Celotti Jean Rouat 24 0 0 23 Aug 2023
Inherent Redundancy in Spiking Neural Networks Man Yao J. Hu Guangshe Zhao Yaoyuan Wang Ziyang Zhang Boxing Xu Guoqi Li 27 15 0 16 Aug 2023
Sparse-firing regularization methods for spiking neural networks with time-to-first spike coding Yusuke Sakemi Kakei Yamamoto T. Hosomi Kazuyuki Aihara 40 7 0 24 Jul 2023
Long Short-term Memory with Two-Compartment Spiking Neuron Shimin Zhang Qu Yang Chenxiang Ma Jibin Wu Haizhou Li Kay Chen Tan 33 7 0 14 Jul 2023
Spike-driven Transformer Man Yao Jiakui Hu Zhaokun Zhou Liuliang Yuan Yonghong Tian Boxing Xu Guoqi Li 34 114 0 04 Jul 2023
Learning Delays in Spiking Neural Networks using Dilated Convolutions with Learnable Spacings Ilyass Hammouamri Ismail Khalfaoui-Hassani T. Masquelier 24 47 0 30 Jun 2023
Spike timing reshapes robustness against attacks in spiking neural networks Jianhao Ding Zhaofei Yu Tiejun Huang Jian K. Liu AAML 24 1 0 09 Jun 2023
Auto-Spikformer: Spikformer Architecture Search Kaiwei Che Zhaokun Zhou Zhengyu Ma Wei Fang Yanqing Chen Shuaijie Shen Liuliang Yuan Yonghong Tian 29 4 0 01 Jun 2023
Direct Learning-Based Deep Spiking Neural Networks: A Review Yu-Zhu Guo Xuhui Huang Zhe Ma AI4CE 77 47 0 31 May 2023
A Hybrid Neural Coding Approach for Pattern Recognition with Spiking Neural Networks Xinyi Chen Qu Yang Jibin Wu Haizhou Li Kay Chen Tan 22 16 0 26 May 2023
Improving Stability and Performance of Spiking Neural Networks through Enhancing Temporal Consistency Dongcheng Zhao Guobin Shen Yiting Dong Yang Li Yi Zeng 46 7 0 23 May 2023
Spikingformer: Spike-driven Residual Learning for Transformer-based Spiking Neural Network Chenlin Zhou Liutao Yu Zhaokun Zhou Zhengyu Ma Han Zhang Huihui Zhou Yonghong Tian 33 61 0 24 Apr 2023
Efficient Uncertainty Estimation in Spiking Neural Networks via MC-dropout Tao Sun Bojian Yin S. Bohté BDL 27 5 0 20 Apr 2023
Speck: A Smart event-based Vision Sensor with a low latency 327K Neuron Convolutional Neuronal Network Processing Pipeline Ole Richter Y. Xing M. D. Marchi Carsten Nielsen M. Katsimpris ... SynSense Bio-Inspired Circuits Sadique Sheik T. Demirci Groningen Cognitive Systems 27 55 0 13 Apr 2023
Temporal Knowledge Sharing enable Spiking Neural Network Learning from Past and Future Yiting Dong Dongcheng Zhao Yi Zeng 34 9 0 13 Apr 2023
Emergent Bio-Functional Similarities in a Cortical-Spike-Train-Decoding Spiking Neural Network Facilitate Predictions of Neural Computation Tengjun Liu Yansong Chua Yiwei Zhang Yuxiao Ning Pengfu Liu Guihua Wan Zijun Wan Shaomin Zhang Weidong Chen 11 1 0 14 Mar 2023
Exploiting High Performance Spiking Neural Networks with Efficient Spiking Patterns Guobin Shen Dongcheng Zhao Yi Zeng 28 11 0 29 Jan 2023
A Comparison of Temporal Encoders for Neuromorphic Keyword Spotting with Few Neurons Mattias Nilsson Tony Pina Lyes Khacef F. Liwicki Elisabetta Chicca Fredrik Sandin 35 3 0 24 Jan 2023
Exploring Tradeoffs in Spiking Neural Networks Florian Bacho Dominique F. Chu 26 1 0 15 Dec 2022
Loss shaping enhances exact gradient learning with Eventprop in spiking neural networks Thomas Nowotny J. Turner James C. Knight 30 15 0 02 Dec 2022
Towards Energy-Efficient, Low-Latency and Accurate Spiking LSTMs Gourav Datta Haoqing Deng R. Aviles P. Beerel 93 10 0 23 Oct 2022
Integration of Neuromorphic AI in Event-Driven Distributed Digitized Systems: Concepts and Research Directions Mattias Nilsson Olov Schelén Anders Lindgren Ulf Bodin Cristina Paniagua J. Delsing Fredrik Sandin 37 14 0 20 Oct 2022
STSC-SNN: Spatio-Temporal Synaptic Connection with Temporal Convolution and Attention for Spiking Neural Networks Chengting Yu Zheming Gu Da Li Gaoang Wang Aili Wang Erping Li 49 36 0 11 Oct 2022
An Energy-Efficient Spiking Neural Network for Finger Velocity Decoding for Implantable Brain-Machine Interface Jiawei Liao Lars Widmer Xiaying Wang Alfio Di Mauro Samuel R. Nason-Tomaszewski C. Chestek Luca Benini Taekwang Jang 19 11 0 07 Oct 2022
Spikformer: When Spiking Neural Network Meets Transformer Zhaokun Zhou Yuesheng Zhu Chao He Yaowei Wang Shuicheng Yan Yonghong Tian Liuliang Yuan 145 241 0 29 Sep 2022
Attention Spiking Neural Networks Man Yao Guangshe Zhao Hengyu Zhang Yifan Hu Lei Deng Yonghong Tian Bo Xu Guoqi Li 30 161 0 28 Sep 2022
Neuro-symbolic computing with spiking neural networks Dominik Dold J. Garrido Victor Caceres Chian Marcel Hildebrandt Thomas Runkler NAI 27 5 0 04 Aug 2022
Fluctuation-driven initialization for spiking neural network training Julian Rossbroich Julia Gygax Friedemann Zenke 11 25 0 21 Jun 2022
Stabilizing Spiking Neuron Training Luca Herranz-Celotti Jean Rouat 6 2 0 01 Feb 2022