Deep Spiking Neural Networks for Large Vocabulary Automatic Speech Recognition

19 November 2019

Jibin Wu

Emre Yilmaz

Malu Zhang

Haizhou Li

Kay Chen Tan

ArXiv PDF HTML

Papers citing "Deep Spiking Neural Networks for Large Vocabulary Automatic Speech Recognition"

30 / 30 papers shown

Title
A 71.2- $μ$ W Speech Recognition Accelerator with Recurrent Spiking Neural Network Chih-Chyau Yang Tian-Sheuan Chang 60 1 0 27 Mar 2025
Towards Ultra-Low-Power Neuromorphic Speech Enhancement with Spiking-FullSubNet Xiang Hao Chenxiang Ma Qu Yang Jibin Wu Kay Chen Tan 18 0 0 07 Oct 2024
Deep activity propagation via weight initialization in spiking neural networks Aurora Micheli O. Booij J. C. V. Gemert Nergis Tömen 21 0 0 01 Oct 2024
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 17 0 0 04 Sep 2024
Human-Inspired Audio-Visual Speech Recognition: Spike Activity, Cueing Interaction and Causal Processing Qianhui Liu J. Wang Yang Wang Xin Yang Gang Pan Haizhou Li 22 0 0 29 Aug 2024
SpikeVoice: High-Quality Text-to-Speech Via Efficient Spiking Neural Network Kexin Wang Jiahong Zhang Yong Ren Man Yao Richard D. Shang Boxing Xu Guoqi Li DiffM 19 2 0 17 Jul 2024
Spiking Tucker Fusion Transformer for Audio-Visual Zero-Shot Learning Wenrui Li Penghong Wang Ruiqin Xiong Xiaopeng Fan 32 8 0 11 Jul 2024
Watermarking Neuromorphic Brains: Intellectual Property Protection in Spiking Neural Networks Hamed Poursiami Ihsen Alouani Maryam Parsa 29 1 0 07 May 2024
EAS-SNN: End-to-End Adaptive Sampling and Representation for Event-based Detection with Recurrent Spiking Neural Networks Ziming Wang Ziling Wang Huaning Li Lang Qin Runhao Jiang De Ma Huajin Tang 28 10 0 19 Mar 2024
SiGNN: A Spike-induced Graph Neural Network for Dynamic Graph Representation Learning Dong Chen Shuai Zheng Muhao Xu Zhenfeng Zhu Yao-Min Zhao 37 3 0 11 Mar 2024
SynA-ResNet: Spike-driven ResNet Achieved through OR Residual Connection Yimeng Shan Xuerui Qiu Rui-jie Zhu Jason Eshraghian Malu Zhang Haicheng Qu 19 1 0 11 Nov 2023
Spiking-LEAF: A Learnable Auditory front-end for Spiking Neural Networks Zeyang Song Jibin Wu Malu Zhang Mike Zheng Shou Haizhou Li 37 4 0 18 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 25 3 0 29 Aug 2023
Direct Learning-Based Deep Spiking Neural Networks: A Review Yu-Zhu Guo Xuhui Huang Zhe Ma AI4CE 69 46 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 17 16 0 26 May 2023
Spiking Neural Networks in the Alexiewicz Topology: A New Perspective on Analysis and Error Bounds Bernhard A. Moser M. Lunglmayr 17 8 0 09 May 2023
A Complete Survey on Generative AI (AIGC): Is ChatGPT from GPT-4 to GPT-5 All You Need? Chaoning Zhang Chenshuang Zhang Sheng Zheng Yu Qiao Chenghao Li ... Lik-Hang Lee Yang Yang Heng Tao Shen In So Kweon Choong Seon Hong 82 159 0 21 Mar 2023
Adaptive Axonal Delays in feedforward spiking neural networks for accurate spoken word recognition Pengfei Sun E. Eqlimi Yansong Chua P. Devos Dick Botteldooren 34 18 0 16 Feb 2023
Surrogate Gradient Spiking Neural Networks as Encoders for Large Vocabulary Continuous Speech Recognition Alexandre Bittar Philip N. Garner 16 3 0 01 Dec 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 13 4 0 08 Jun 2022
Spike-based building blocks for performing logic operations using Spiking Neural Networks on SpiNNaker A. Ayuso-Martinez Daniel Casanueva-Morato Juan P. Dominguez-Morales Angel Jimenez-Fernandez Gabriel Jimenez-Moreno NAI 11 3 0 09 May 2022
T-NGA: Temporal Network Grafting Algorithm for Learning to Process Spiking Audio Sensor Events Shu Wang Yuhuang Hu Shih-Chii Liu 13 1 0 07 Feb 2022
Advancing Spiking Neural Networks towards Deep Residual Learning Yifan Hu Lei Deng Yujie Wu Man Yao Guoqi Li 21 83 0 15 Dec 2021
Human-Level Control through Directly-Trained Deep Spiking Q-Networks Guisong Liu Wenjie Deng Xiurui Xie Li Huang Huajin Tang OffRL 19 43 0 13 Dec 2021
Advancing Deep Residual Learning by Solving the Crux of Degradation in Spiking Neural Networks Yifan Hu Yujie Wu Lei Deng Guoqi Li 19 5 0 09 Dec 2021
Online Detection of Vibration Anomalies Using Balanced Spiking Neural Networks N. Dennler G. Haessig M. Cartiglia Giacomo Indiveri 11 14 0 01 Jun 2021
Low-activity supervised convolutional spiking neural networks applied to speech commands recognition Thomas Pellegrini Romain Zimmer T. Masquelier 8 34 0 13 Nov 2020
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 77 124 0 02 May 2020
Spiking Deep Residual Network Yang‐Zhi Hu Huajin Tang Gang Pan 111 75 0 28 Apr 2018
Long short-term memory and learning-to-learn in networks of spiking neurons G. Bellec Darjan Salaj Anand Subramoney R. Legenstein Wolfgang Maass 113 481 0 26 Mar 2018