Long short-term memory and learning-to-learn in networks of spiking neurons

26 March 2018

Papers citing "Long short-term memory and learning-to-learn in networks of spiking neurons"

50 / 75 papers shown

Title
Threshold Modulation for Online Test-Time Adaptation of Spiking Neural Networks Kejie Zhao Wenjia Hua Aiersi Tuerhong Luziwei Leng Yuxin Ma Qinghua Guo 95 0 0 08 May 2025
Rethinking Time Encoding via Learnable Transformation Functions Xi Chen Yateng Tang Jiarong Xu Jiawei Zhang Siwei Zhang Sijia Peng Xuehao Zheng Yun Xiong AI4TS 51 0 0 01 May 2025
Revisiting Reset Mechanisms in Spiking Neural Networks for Sequential Modeling: Specialized Discretization for Binary Activated RNN Enqi Zhang MQ 140 0 0 24 Apr 2025
Causal pieces: analysing and improving spiking neural networks piece by piece Dominik Dold Philipp Christian Petersen CML 38 0 0 18 Apr 2025
PETNet -- Coincident Particle Event Detection using Spiking Neural Networks Jan Debus Charlotte Debus Günther Dissertori Markus Gotz 31 0 0 09 Apr 2025
On the Privacy Risks of Spiking Neural Networks: A Membership Inference Analysis Junyi Guan Abhijith Sharma Chong Tian Salem Lahlou AAML 49 1 0 18 Feb 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 50 1 0 28 Jan 2025
Neuromorphic Wireless Split Computing with Multi-Level Spikes Dengyu Wu Jiechen Chen Bipin Rajendran H. Vincent Poor Osvaldo Simeone 44 1 0 07 Nov 2024
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
Advancing Spatio-Temporal Processing in Spiking Neural Networks through Adaptation Maximilian Baronig Romain Ferrand Silvester Sabathiel R. Legenstein 40 4 0 14 Aug 2024
Exploiting Heterogeneity in Timescales for Sparse Recurrent Spiking Neural Networks for Energy-Efficient Edge Computing Biswadeep Chakraborty Saibal Mukhopadhyay 36 2 0 08 Jul 2024
Spiking Convolutional Neural Networks for Text Classification Changze Lv Jianhan Xu Xiaoqing Zheng 46 27 0 27 Jun 2024
Watermarking Neuromorphic Brains: Intellectual Property Protection in Spiking Neural Networks Hamed Poursiami Ihsen Alouani Maryam Parsa 29 1 0 07 May 2024
Sparse Spiking Neural Network: Exploiting Heterogeneity in Timescales for Pruning Recurrent SNN Biswadeep Chakraborty Beomseok Kang H. Kumar Saibal Mukhopadhyay 36 8 0 06 Mar 2024
Curriculum Design Helps Spiking Neural Networks to Classify Time Series Chenxi Sun Hongyan Li Moxian Song Derun Can linda Qiao 27 0 0 26 Dec 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
Spike-based Neuromorphic Computing for Next-Generation Computer Vision Md. Sakib Hasan Catherine D. Schuman Zhongyang Zhang Tauhidur Rahman Garrett S. Rose 26 0 0 15 Oct 2023
HoSNN: Adversarially-Robust Homeostatic Spiking Neural Networks with Adaptive Firing Thresholds Hejia Geng Peng Li AAML 30 3 0 20 Aug 2023
Resource Constrained Model Compression via Minimax Optimization for Spiking Neural Networks Jue Chen Huan Yuan Jianchao Tan Bin Chen Chengru Song Di Zhang 25 3 0 09 Aug 2023
Automotive Object Detection via Learning Sparse Events by Spiking Neurons Hu Zhang Yanchen Li Luziwei Leng Kaiwei Che Qian Liu Qinghai Guo Jianxing Liao Ran Cheng 34 6 0 24 Jul 2023
Approximating nonlinear functions with latent boundaries in low-rank excitatory-inhibitory spiking networks William F. Podlaski C. Machens 12 8 0 18 Jul 2023
Long Short-term Memory with Two-Compartment Spiking Neuron Shimin Zhang Qu Yang Chenxiang Ma Jibin Wu Haizhou Li Kay Chen Tan 22 7 0 14 Jul 2023
Spike-driven Transformer Man Yao Jiakui Hu Zhaokun Zhou Liuliang Yuan Yonghong Tian Boxing Xu Guoqi Li 34 112 0 04 Jul 2023
Efficient Deep Spiking Multi-Layer Perceptrons with Multiplication-Free Inference Boyan Li Luziwei Leng Shuaijie Shen Kaixuan Zhang Jianguo Zhang Jianxing Liao Ran Cheng 28 7 0 21 Jun 2023
LaSNN: Layer-wise ANN-to-SNN Distillation for Effective and Efficient Training in Deep Spiking Neural Networks Di Hong Jiangrong Shen Yu Qi Yueming Wang 17 5 0 17 Apr 2023
Meta-Learned Models of Cognition Marcel Binz Ishita Dasgupta A. Jagadish M. Botvinick Jane X. Wang Eric Schulz 28 24 0 12 Apr 2023
Bridging the Gap between ANNs and SNNs by Calibrating Offset Spikes Zecheng Hao Jianhao Ding Tong Bu Tiejun Huang Zhaofei Yu 35 40 0 21 Feb 2023
A Survey of Meta-Reinforcement Learning Jacob Beck Risto Vuorio E. Liu Zheng Xiong L. Zintgraf Chelsea Finn Shimon Whiteson OOD OffRL 34 121 0 19 Jan 2023
Exact Gradient Computation for Spiking Neural Networks Through Forward Propagation Jane Lee Saeid Haghighatshoar Amin Karbasi 22 0 0 18 Oct 2022
Online Training Through Time for Spiking Neural Networks Mingqing Xiao Qingyan Meng Zongpeng Zhang D.K. He Zhouchen Lin 45 60 0 09 Oct 2022
Spiking Neural Networks for event-based action recognition: A new task to understand their advantage Alex Vicente-Sola D. L. Manna Paul Kirkland G. D. Caterina Trevor J. Bihl 19 8 0 29 Sep 2022
Attacking the Spike: On the Transferability and Security of Spiking Neural Networks to Adversarial Examples Nuo Xu Kaleel Mahmood Haowen Fang Ethan Rathbun Caiwen Ding Wujie Wen AAML 27 12 0 07 Sep 2022
A Taxonomy of Recurrent Learning Rules Guillermo Martín-Sánchez Sander M. Bohté S. Otte 11 3 0 23 Jul 2022
Exploring Lottery Ticket Hypothesis in Spiking Neural Networks Youngeun Kim Yuhang Li Hyoungseob Park Yeshwanth Venkatesha Ruokai Yin Priyadarshini Panda 22 46 0 04 Jul 2022
Short-Term Plasticity Neurons Learning to Learn and Forget Hector Garcia Rodriguez Qinghai Guo Timoleon Moraitis 13 12 0 28 Jun 2022
Memory-enriched computation and learning in spiking neural networks through Hebbian plasticity Thomas Limbacher Ozan Özdenizci R. Legenstein 11 2 0 23 May 2022
Training High-Performance Low-Latency Spiking Neural Networks by Differentiation on Spike Representation Qingyan Meng Mingqing Xiao Shen Yan Yisen Wang Zhouchen Lin Zhimin Luo 17 134 0 01 May 2022
A Novel Neuromorphic Processors Realization of Spiking Deep Reinforcement Learning for Portfolio Management Amir Saeidi Forouzan Fallah Soroush Barmaki Hamed Farbeh 19 11 0 26 Mar 2022
Evaluation of Neuromorphic Spike Encoding of Sound Using Information Theory Ahmad El Ferdaoussi É. Plourde Jean Rouat 17 1 0 19 Feb 2022
The BrainScaleS-2 accelerated neuromorphic system with hybrid plasticity Christian Pehle Sebastian Billaudelle Benjamin Cramer Jakob Kaiser Korbinian Schreiber Yannik Stradmann Johannes Weis Aron Leibfried Eric Müller Johannes Schemmel 8 125 0 26 Jan 2022
Including STDP to eligibility propagation in multi-layer recurrent spiking neural networks Werner van der Veen 24 1 0 05 Jan 2022
Accurate online training of dynamical spiking neural networks through Forward Propagation Through Time Bojian Yin Federico Corradi S. Bohté 30 60 0 20 Dec 2021
HIRE-SNN: Harnessing the Inherent Robustness of Energy-Efficient Deep Spiking Neural Networks by Training with Crafted Input Noise Souvik Kundu Massoud Pedram P. Beerel AAML 8 70 0 06 Oct 2021
Spike-inspired Rank Coding for Fast and Accurate Recurrent Neural Networks Alan Jeffares Qinghai Guo Pontus Stenetorp Timoleon Moraitis 23 16 0 06 Oct 2021
Towards efficient end-to-end speech recognition with biologically-inspired neural networks Thomas Bohnstingl Ayush Garg Stanislaw Wo'zniak G. Saon E. Eleftheriou A. Pantazi 19 5 0 04 Oct 2021
One Timestep is All You Need: Training Spiking Neural Networks with Ultra Low Latency Sayeed Shafayet Chowdhury Nitin Rathi Kaushik Roy 21 40 0 01 Oct 2021
Spiking Neural Networks with Improved Inherent Recurrence Dynamics for Sequential Learning Wachirawit Ponghiran Kaushik Roy 25 48 0 04 Sep 2021
Training Energy-Efficient Deep Spiking Neural Networks with Single-Spike Hybrid Input Encoding Gourav Datta Souvik Kundu P. Beerel 40 27 0 26 Jul 2021
A Long Short-Term Memory for AI Applications in Spike-based Neuromorphic Hardware Philipp Plank A. Rao Andreas Wild Wolfgang Maass 10 102 0 08 Jul 2021
Fitting summary statistics of neural data with a differentiable spiking network simulator G. Bellec Shuqi Wang Alireza Modirshanechi Johanni Brea W. Gerstner 26 11 0 18 Jun 2021