Exploring Temporal Information Dynamics in Spiking Neural Networks

Exploring Temporal Information Dynamics in Spiking Neural Networks

26 November 2022

Youngeun Kim

Yuhang Li

Hyoungseob Park

Yeshwanth Venkatesha

Priyadarshini Panda

Papers citing "Exploring Temporal Information Dynamics in Spiking Neural Networks"

18 / 18 papers shown

Title
Spiking Transformer with Spatial-Temporal Attention Donghyun Lee Yuhang Li Youngeun Kim Shiting Xiao Priyadarshini Panda 16 1 0 29 Sep 2024
ReSpike: Residual Frames-based Hybrid Spiking Neural Networks for Efficient Action Recognition Shiting Xiao Yuhang Li Youngeun Kim Donghyun Lee Priyadarshini Panda 21 1 0 03 Sep 2024
SFedCA: Credit Assignment-Based Active Client Selection Strategy for Spiking Federated Learning Qiugang Zhan Jinbo Cao Xiurui Xie Malu Zhang Huajin Tang Guisong Liu FedML 30 0 0 18 Jun 2024
Robust Stable Spiking Neural Networks Jianhao Ding Zhiyu Pan Yujia Liu Zhaofei Yu Tiejun Huang AAML 22 5 0 31 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 16 9 0 19 Mar 2024
Benchmarking Spiking Neural Network Learning Methods with Varying Locality Jiaqi Lin Sen Lu Malyaban Bal Abhronil Sengupta 12 2 0 01 Feb 2024
TIM: An Efficient Temporal Interaction Module for Spiking Transformer Sicheng Shen Dongcheng Zhao Guobin Shen Yi Zeng AI4TS 23 5 0 22 Jan 2024
TT-SNN: Tensor Train Decomposition for Efficient Spiking Neural Network Training Donghyun Lee Ruokai Yin Youngeun Kim Abhishek Moitra Yuhang Li Priyadarshini Panda 8 3 0 15 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 16 16 0 02 Jan 2024
Brain-inspired Evolutionary Architectures for Spiking Neural Networks Wenxuan Pan Feifei Zhao Zhuoya Zhao Yi Zeng 24 3 0 11 Sep 2023
Deep Unsupervised Learning Using Spike-Timing-Dependent Plasticity Sen Lu Abhronil Sengupta BDL 10 6 0 08 Jul 2023
Best of Both Worlds: Hybrid SNN-ANN Architecture for Event-based Optical Flow Estimation Shubham Negi Deepika Sharma Adarsh Kosta Kaushik Roy 8 4 0 05 Jun 2023
Sharing Leaky-Integrate-and-Fire Neurons for Memory-Efficient Spiking Neural Networks Youngeun Kim Yuhang Li Abhishek Moitra Ruokai Yin Priyadarshini Panda 17 10 0 26 May 2023
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 21 12 0 07 Sep 2022
Temporal Efficient Training of Spiking Neural Network via Gradient Re-weighting Shi-Wee Deng Yuhang Li Shanghang Zhang Shi Gu 112 240 0 24 Feb 2022
Deep Residual Learning in Spiking Neural Networks Wei Fang Zhaofei Yu Yanqing Chen Tiejun Huang T. Masquelier Yonghong Tian 121 470 0 08 Feb 2021
Inherent Adversarial Robustness of Deep Spiking Neural Networks: Effects of Discrete Input Encoding and Non-Linear Activations Saima Sharmin Nitin Rathi Priyadarshini Panda Kaushik Roy AAML 106 85 0 23 Mar 2020
On Large-Batch Training for Deep Learning: Generalization Gap and Sharp Minima N. Keskar Dheevatsa Mudigere J. Nocedal M. Smelyanskiy P. T. P. Tang ODL 273 2,878 0 15 Sep 2016