Rate Coding or Direct Coding: Which One is Better for Accurate, Robust, and Energy-efficient Spiking Neural Networks?

31 January 2022

Youngeun Kim

Hyoungseob Park

Abhishek Moitra

Abhiroop Bhattacharjee

Papers citing "Rate Coding or Direct Coding: Which One is Better for Accurate, Robust, and Energy-efficient Spiking Neural Networks?"

25 / 25 papers shown

Title
snnTrans-DHZ: A Lightweight Spiking Neural Network Architecture for Underwater Image Dehazing Vidya Sudevan F. Zayer Rizwana Kausar S. Javed Hamad Karki G. D. Masi Jorge Dias 51 0 0 13 Apr 2025
Towards Effective and Sparse Adversarial Attack on Spiking Neural Networks via Breaking Invisible Surrogate Gradients Li Lun Kunyu Feng Qinglong Ni Ling Liang Yuan Wang Ying Li Dunshan Yu Xiaoxin Cui AAML 81 0 0 05 Mar 2025
Randomized Forward Mode Gradient for Spiking Neural Networks in Scientific Machine Learning Ruyin Wan Qian Zhang George Karniadakis 35 0 0 11 Nov 2024
Improvement of Spiking Neural Network with Bit Planes and Color Models Nhan T. Luu Thang C. Truong Duong T. Luu Thang C. Truong 22 0 0 28 Sep 2024
ReSpike: Residual Frames-based Hybrid Spiking Neural Networks for Efficient Action Recognition Shiting Xiao Yuhang Li Youngeun Kim Donghyun Lee Priyadarshini Panda 41 1 0 03 Sep 2024
When In-memory Computing Meets Spiking Neural Networks -- A Perspective on Device-Circuit-System-and-Algorithm Co-design Abhishek Moitra Abhiroop Bhattacharjee Yuhang Li Youngeun Kim Priyadarshini Panda 30 1 0 22 Aug 2024
Robust Stable Spiking Neural Networks Jianhao Ding Zhiyu Pan Yujia Liu Zhaofei Yu Tiejun Huang AAML 38 5 0 31 May 2024
Enhancing Adversarial Robustness in SNNs with Sparse Gradients Yujia Liu Tong Bu Jianhao Ding Zecheng Hao Tiejun Huang Zhaofei Yu AAML 37 3 0 30 May 2024
High-Performance Temporal Reversible Spiking Neural Networks with $O(L)$ Training Memory and $O(1)$ Inference Cost Jiakui Hu Man Yao Xuerui Qiu Yuhong Chou Yuxuan Cai Ning Qiao Yonghong Tian Boxing Xu Guoqi Li AI4CE 35 9 0 26 May 2024
Advancing Spiking Neural Networks for Sequential Modeling with Central Pattern Generators Changze Lv Dongqi Han Yansen Wang Xiaoqing Zheng Xuanjing Huang Dongsheng Li 32 0 0 23 May 2024
SNNLP: Energy-Efficient Natural Language Processing Using Spiking Neural Networks R. A. Knipper Kaniz Mishty Mehdi Sadi Karmaker Santu 11 0 0 31 Jan 2024
Asynchronous Bioplausible Neuron for Spiking Neural Networks for Event-Based Vision Sanket Kachole Hussain Sajwani F. B. Naeini Dimitrios Makris Yahya Zweiri 33 0 0 20 Nov 2023
Neuroscience inspired scientific machine learning (Part-2): Variable spiking wavelet neural operator Shailesh Garg Souvik Chakraborty 37 0 0 15 Nov 2023
Adversarially Robust Spiking Neural Networks Through Conversion Ozan Özdenizci Robert Legenstein AAML 38 8 0 15 Nov 2023
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
Event-Enhanced Multi-Modal Spiking Neural Network for Dynamic Obstacle Avoidance Yang Wang Bo Dong Yuji Zhang Yunduo Zhou Haiyang Mei Ziqi Wei Xin Yang 32 4 0 03 Oct 2023
Are SNNs Truly Energy-efficient? $-$ A Hardware Perspective Abhiroop Bhattacharjee Ruokai Yin Abhishek Moitra Priyadarshini Panda 19 8 0 06 Sep 2023
Artificial to Spiking Neural Networks Conversion for Scientific Machine Learning Qian Zhang Chen-Chun Wu Adar Kahana Youngeun Kim Yuhang Li George Karniadakis Priyadarshini Panda 33 9 0 31 Aug 2023
Spiking-Diffusion: Vector Quantized Discrete Diffusion Model with Spiking Neural Networks Mingxuan Liu Jie Gan Rui Wen Tao Li Yongli Chen Hong Chen DiffM MQ 32 7 0 20 Aug 2023
Spike timing reshapes robustness against attacks in spiking neural networks Jianhao Ding Zhaofei Yu Tiejun Huang Jian K. Liu AAML 27 2 0 09 Jun 2023
SpikeSim: An end-to-end Compute-in-Memory Hardware Evaluation Tool for Benchmarking Spiking Neural Networks Abhishek Moitra Abhiroop Bhattacharjee Runcong Kuang Gokul Krishnan Yu Cao Priyadarshini Panda 24 20 0 24 Oct 2022
Spiking Neural Operators for Scientific Machine Learning Adar Kahana Qian Zhang Leonard Gleyzer George Karniadakis 34 9 0 17 May 2022
Toward Robust Spiking Neural Network Against Adversarial Perturbation Ling Liang Kaidi Xu Xing Hu Lei Deng Yuan Xie AAML 29 13 0 12 Apr 2022
Enabling Deep Spiking Neural Networks with Hybrid Conversion and Spike Timing Dependent Backpropagation Nitin Rathi G. Srinivasan Priyadarshini Panda Kaushik Roy 124 294 0 04 May 2020
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 114 86 0 23 Mar 2020