Deep Learning in Spiking Neural Networks

22 April 2018

A. Tavanaei

M. Ghodrati

Saeed Reza Kheradpisheh

T. Masquelier

Anthony Maida

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Papers citing "Deep Learning in Spiking Neural Networks"

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PASCAL: Precise and Efficient ANN- SNN Conversion using Spike Accumulation and Adaptive Layerwise Activation Pranav Ramesh Gopalakrishnan Srinivasan 31 0 0 03 May 2025
ST-FlowNet: An Efficient Spiking Neural Network for Event-Based Optical Flow Estimation Hongze Sun Jun Wang Wuque Cai Duo Chen Qianqian Liao Jiayi He Yan Cui D. Yao Daqing Guo 60 0 0 13 Mar 2025
Towards High-performance Spiking Transformers from ANN to SNN Conversion Zihan Huang Xinyu Shi Zecheng Hao Tong Bu Jianhao Ding Zhaofei Yu Tiejun Huang 30 7 0 28 Feb 2025
CLIF: Complementary Leaky Integrate-and-Fire Neuron for Spiking Neural Networks Yulong Huang Xiaopeng Lin Hongwei Ren Haotian Fu Yue Zhou Zunchang Liu Biao Pan Bojun Cheng 57 9 0 20 Feb 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
ReMiDi: Reconstruction of Microstructure Using a Differentiable Diffusion MRI Simulator Prathamesh Pradeep Khole Zahra Kais Petiwala Shri Prathaa Magesh Ehsan Mirafzali Utkarsh Gupta Jing-Rebecca Li Andrada Ianus Razvan V. Marinescu 105 0 0 04 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
Brain-Inspired Decentralized Satellite Learning in Space Computing Power Networks Peng Yang Ting Wang Haibin Cai Yuanming Shi Chunxiao Jiang Linling Kuang 31 0 0 28 Jan 2025
Channel-wise Parallelizable Spiking Neuron with Multiplication-free Dynamics and Large Temporal Receptive Fields Peng Xue Wei Fang Zhengyu Ma Zihan Huang Zhaokun Zhou Yonghong Tian T. Masquelier Huihui Zhou 54 0 0 24 Jan 2025
Frequency-Adaptive Low-Latency Object Detection Using Events and Frames Haitian Zhang Xiangyuan Wang Chang Xu Xinya Wang Fang Xu Huai Yu Lei Yu Wen Yang ObjD 92 0 0 05 Dec 2024
Training a multilayer dynamical spintronic network with standard machine learning tools to perform time series classification Erwan Plouet Dédalo Sanz-Hernández A. Vecchiola Julie Grollier F. Mizrahi 47 0 0 05 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 50 27 0 27 Jun 2024
A Novel Spike Transformer Network for Depth Estimation from Event Cameras via Cross-modality Knowledge Distillation Xin Zhang Liangxiu Han Tam Sobeih Lianghao Han Darren Dancey 52 1 0 26 Apr 2024
The State of Lithium-Ion Battery Health Prognostics in the CPS Era Gaurav Shinde Rohan Mohapatra Pooja Krishan Harish Garg Srikanth Prabhu Sanchari Das Mohammad Masum Saptarshi Sengupta 32 1 0 28 Mar 2024
SpiNNaker2: A Large-Scale Neuromorphic System for Event-Based and Asynchronous Machine Learning Hector A. Gonzalez Jiaxin Huang Florian Kelber Khaleelulla Khan Nazeer Tim Langer ... Bernhard Vogginger Timo C. Wunderlich Yexin Yan Mahmoud Akl Christian Mayr 24 16 0 09 Jan 2024
Delving Deeper Into Astromorphic Transformers Md. Zesun Ahmed Mia Malyaban Bal Abhronil Sengupta 34 1 0 18 Dec 2023
Hybrid Synaptic Structure for Spiking Neural Network Realization S. Razmkhah M. A. Karamuftuoglu A. Bozbey 16 5 0 13 Nov 2023
Programmable Superconducting Optoelectronic Single-Photon Synapses with Integrated Multi-State Memory Bryce Primavera Saeed A. Khan R. Mirin S. Nam J. Shainline 19 4 0 10 Nov 2023
Neural Network Methods for Radiation Detectors and Imaging S. Lin S. Ning H. Zhu T. Zhou C. L. Morris S. Clayton M. Cherukara R. T. Chen Z. Wang AI4CE 26 5 0 09 Nov 2023
Spike-based Neuromorphic Computing for Next-Generation Computer Vision Md. Sakib Hasan Catherine D. Schuman Zhongyang Zhang Tauhidur Rahman Garrett S. Rose 28 0 0 15 Oct 2023
Exploring the Creation and Humanization of Digital Life: Consciousness Simulation and Human-Machine Interaction Qikang Zhang AI4CE 13 1 0 10 Oct 2023
Is Learning in Biological Neural Networks based on Stochastic Gradient Descent? An analysis using stochastic processes Sören Christensen Jan Kallsen 11 1 0 10 Sep 2023
Synaptic Plasticity Models and Bio-Inspired Unsupervised Deep Learning: A Survey Gabriele Lagani Fabrizio Falchi Claudio Gennaro Giuseppe Amato AAML 33 6 0 30 Jul 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 30 7 0 14 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
Spike-based computation using classical recurrent neural networks Florent De Geeter D. Ernst G. Drion 16 1 0 06 Jun 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
Uncovering the Representation of Spiking Neural Networks Trained with Surrogate Gradient Yuhang Li Youngeun Kim Hyoungseob Park Priyadarshini Panda 30 16 0 25 Apr 2023
Provable local learning rule by expert aggregation for a Hawkes network Sophie Jaffard Samuel Vaiter A. Muzy Patricia Reynaud-Bouret 16 1 0 17 Apr 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 19 5 0 17 Apr 2023
Constructing Deep Spiking Neural Networks from Artificial Neural Networks with Knowledge Distillation Qi Xu Yaxin Li Jiangrong Shen Jian K. Liu Huajin Tang Gang Pan 17 61 0 12 Apr 2023
EnforceSNN: Enabling Resilient and Energy-Efficient Spiking Neural Network Inference considering Approximate DRAMs for Embedded Systems Rachmad Vidya Wicaksana Putra Muhammad Abdullah Hanif Muhammad Shafique 24 11 0 08 Apr 2023
Online Transformers with Spiking Neurons for Fast Prosthetic Hand Control Nathan Leroux Jan Finkbeiner Emre Neftci 28 9 0 21 Mar 2023
Fully neuromorphic vision and control for autonomous drone flight Federico Paredes-Valles J. Hagenaars Julien Dupeyroux S. Stroobants Ying Xu Guido de Croon 25 36 0 15 Mar 2023
TopSpark: A Timestep Optimization Methodology for Energy-Efficient Spiking Neural Networks on Autonomous Mobile Agents Rachmad Vidya Wicaksana Putra Muhammad Shafique 37 12 0 03 Mar 2023
Sneaky Spikes: Uncovering Stealthy Backdoor Attacks in Spiking Neural Networks with Neuromorphic Data Gorka Abad Oguzhan Ersoy S. Picek A. Urbieta AAML 23 17 0 13 Feb 2023
Tricking AI chips into Simulating the Human Brain: A Detailed Performance Analysis Lennart P L Landsmeer Max C. W. Engelen Rene Miedema Christos Strydis 8 4 0 31 Jan 2023
Training Full Spike Neural Networks via Auxiliary Accumulation Pathway Guangyao Chen Peixi Peng Guoqi Li Yonghong Tian 26 23 0 27 Jan 2023
Mantis: Enabling Energy-Efficient Autonomous Mobile Agents with Spiking Neural Networks Rachmad Vidya Wicaksana Putra Muhammad Shafique 35 6 0 24 Dec 2022
An Exact Mapping From ReLU Networks to Spiking Neural Networks A. Stanojević Stanislaw Wo'zniak G. Bellec G. Cherubini A. Pantazi W. Gerstner 23 22 0 23 Dec 2022
Wearable-based Human Activity Recognition with Spatio-Temporal Spiking Neural Networks Yuhang Li Ruokai Yin Hyoungseob Park Youngeun Kim Priyadarshini Panda 18 14 0 14 Nov 2022
Adversarial Defense via Neural Oscillation inspired Gradient Masking Chunming Jiang Yilei Zhang AAML 27 2 0 04 Nov 2022
Local learning through propagation delays in spiking neural networks Jørgen Jensen Farner O. H. Ramstad Stefano Nichele Kristine Heiney 12 0 0 27 Oct 2022
Exact Gradient Computation for Spiking Neural Networks Through Forward Propagation Jane Lee Saeid Haghighatshoar Amin Karbasi 28 0 0 18 Oct 2022
In the realm of hybrid Brain: Human Brain and AI Hoda Fares Margherita Ronchini M. Zamani H. Farkhani F. Moradi 21 5 0 04 Oct 2022
Heterogeneous Recurrent Spiking Neural Network for Spatio-Temporal Classification Biswadeep Chakraborty Saibal Mukhopadhyay 21 20 0 22 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 29 12 0 07 Sep 2022
Learning with Local Gradients at the Edge M. Lomnitz Z. Daniels David C. Zhang M. Piacentino 28 1 0 17 Aug 2022