Spiking Neural Networks with Improved Inherent Recurrence Dynamics for Sequential Learning

4 September 2021

Papers citing "Spiking Neural Networks with Improved Inherent Recurrence Dynamics for Sequential Learning"

25 / 25 papers shown

Title
A 71.2- $μ$ W Speech Recognition Accelerator with Recurrent Spiking Neural Network Chih-Chyau Yang Tian-Sheuan Chang 46 1 0 27 Mar 2025
Understanding the Functional Roles of Modelling Components in Spiking Neural Networks Huifeng Yin Hanle Zheng Jiayi Mao Siyuan Ding Xing Liu M. Xu Yifan Hu Jing Pei Lei Deng 42 1 0 28 Jan 2025
Gated Parametric Neuron for Spike-based Audio Recognition Haoran Wang Herui Zhang Siyang Li Dongrui Wu 86 1 0 02 Dec 2024
Scaling Spike-driven Transformer with Efficient Spike Firing Approximation Training Man Yao Xuerui Qiu Tianxiang Hu J. Hu Yuhong Chou Keyu Tian Jianxing Liao Luziwei Leng Bo Xu Guoqi Li 74 4 0 25 Nov 2024
Self-Distillation Learning Based on Temporal-Spatial Consistency for Spiking Neural Networks Lin Zuo Yongqi Ding Mengmeng Jing Kunshan Yang Yunqian Yu 41 3 0 12 Jun 2024
GRSN: Gated Recurrent Spiking Neurons for POMDPs and MARL Lang Qin Ziming Wang Runhao Jiang Rui Yan Huajin Tang 28 0 0 24 Apr 2024
Benchmarking Spiking Neural Network Learning Methods with Varying Locality Jiaqi Lin Sen Lu Malyaban Bal Abhronil Sengupta 14 2 0 01 Feb 2024
Parallel Spiking Unit for Efficient Training of Spiking Neural Networks Yang Li Yinqian Sun Xiang-Yu He Yiting Dong Dongcheng Zhao Yi Zeng 21 3 0 01 Feb 2024
Training a General Spiking Neural Network with Improved Efficiency and Minimum Latency Yunpeng Yao Man Wu Zheng Chen Renyuan Zhang 27 0 0 05 Jan 2024
Shrinking Your TimeStep: Towards Low-Latency Neuromorphic Object Recognition with Spiking Neural Network Yongqi Ding Lin Zuo Mengmeng Jing Pei He Yongjun Xiao 24 16 0 02 Jan 2024
Recent Advances in Scalable Energy-Efficient and Trustworthy Spiking Neural networks: from Algorithms to Technology Souvik Kundu Rui-jie Zhu Akhilesh R. Jaiswal P. Beerel 30 4 0 02 Dec 2023
Spiking PointNet: Spiking Neural Networks for Point Clouds Dayong Ren Zhe Ma Y. Chen Weihang Peng Xiaode Liu Yuhan Zhang Yu-Zhu Guo 3DH 3DPC 20 9 0 10 Oct 2023
S-TLLR: STDP-inspired Temporal Local Learning Rule for Spiking Neural Networks M. Apolinario Kaushik Roy 35 2 0 27 Jun 2023
Direct Learning-Based Deep Spiking Neural Networks: A Review Yu-Zhu Guo Xuhui Huang Zhe Ma AI4CE 64 45 0 31 May 2023
Segmented Recurrent Transformer: An Efficient Sequence-to-Sequence Model Yinghan Long Sayeed Shafayet Chowdhury Kaushik Roy 38 1 0 24 May 2023
Parallel Spiking Neurons with High Efficiency and Ability to Learn Long-term Dependencies Wei Fang Zhaofei Yu Zhaokun Zhou Ding Chen Yanqing Chen Zhengyu Ma T. Masquelier Yonghong Tian 16 39 0 25 Apr 2023
A Hybrid ANN-SNN Architecture for Low-Power and Low-Latency Visual Perception Asude Aydin Mathias Gehrig Daniel Gehrig Davide Scaramuzza 21 9 0 24 Mar 2023
Multi-compartment Neuron and Population Encoding Powered Spiking Neural Network for Deep Distributional Reinforcement Learning Yinqian Sun Feifei Zhao Feifei Zhao Zhuoya Zhao 35 3 0 18 Jan 2023
Surrogate Gradient Spiking Neural Networks as Encoders for Large Vocabulary Continuous Speech Recognition Alexandre Bittar Philip N. Garner 11 3 0 01 Dec 2022
HALSIE: Hybrid Approach to Learning Segmentation by Simultaneously Exploiting Image and Event Modalities Shristi Das Biswas Adarsh Kosta C. Liyanagedera M. Apolinario Kaushik Roy 19 18 0 19 Nov 2022
Hardware/Software co-design with ADC-Less In-memory Computing Hardware for Spiking Neural Networks M. Apolinario Adarsh Kosta Utkarsh Saxena Kaushik Roy 17 7 0 03 Nov 2022
Towards Energy-Efficient, Low-Latency and Accurate Spiking LSTMs Gourav Datta Haoqing Deng R. Aviles P. Beerel 91 10 0 23 Oct 2022
Masked Spiking Transformer Ziqing Wang Yuetong Fang Jiahang Cao Qiang Zhang Zhongrui Wang Renjing Xu 17 37 0 03 Oct 2022
Comparing SNNs and RNNs on Neuromorphic Vision Datasets: Similarities and Differences Weihua He Yujie Wu Lei Deng Guoqi Li Haoyu Wang Yang Tian Wei Ding Wenhui Wang Yuan Xie 75 124 0 02 May 2020
Long short-term memory and learning-to-learn in networks of spiking neurons G. Bellec Darjan Salaj Anand Subramoney R. Legenstein Wolfgang Maass 111 477 0 26 Mar 2018