STDP Based Pruning of Connections and Weight Quantization in Spiking Neural Networks for Energy Efficient Recognition

12 October 2017

Papers citing "STDP Based Pruning of Connections and Weight Quantization in Spiking Neural Networks for Energy Efficient Recognition"

21 / 21 papers shown

Title
Bishop: Sparsified Bundling Spiking Transformers on Heterogeneous Cores with Error-Constrained Pruning Boxun Xu Yuxuan Yin Vikram Iyer Peng Li MoE 17 0 0 18 May 2025
Sparse Spiking Neural Network: Exploiting Heterogeneity in Timescales for Pruning Recurrent SNN Biswadeep Chakraborty Beomseok Kang H. Kumar Saibal Mukhopadhyay 51 8 0 06 Mar 2024
LitE-SNN: Designing Lightweight and Efficient Spiking Neural Network through Spatial-Temporal Compressive Network Search and Joint Optimization Qianhui Liu Jiaqi Yan Malu Zhang Gang Pan Haizhou Li 47 4 0 26 Jan 2024
Pursing the Sparse Limitation of Spiking Deep Learning Structures Hao-Ran Cheng Jiahang Cao Erjia Xiao Mengshu Sun Le Yang Jize Zhang Xue Lin B. Kailkhura Kaidi Xu Renjing Xu 29 1 0 18 Nov 2023
Resource Constrained Model Compression via Minimax Optimization for Spiking Neural Networks Jue Chen Huan Yuan Jianchao Tan Bin Chen Chengru Song Di Zhang 30 3 0 09 Aug 2023
Group channel pruning and spatial attention distilling for object detection Yun Chu Pu Li Yong Bai Zhuhua Hu Yongqing Chen Jiafeng Lu VLM 24 13 0 02 Jun 2023
EnforceSNN: Enabling Resilient and Energy-Efficient Spiking Neural Network Inference considering Approximate DRAMs for Embedded Systems Rachmad Vidya Wicaksana Putra Muhammad Abdullah Hanif Mohamed Bennai 37 11 0 08 Apr 2023
TopSpark: A Timestep Optimization Methodology for Energy-Efficient Spiking Neural Networks on Autonomous Mobile Agents Rachmad Vidya Wicaksana Putra Mohamed Bennai 42 12 0 03 Mar 2023
Workload-Balanced Pruning for Sparse Spiking Neural Networks Ruokai Yin Youngeun Kim Yuhang Li Abhishek Moitra Nitin Satpute Anna Hambitzer Priyadarshini Panda 42 19 0 13 Feb 2023
Mantis: Enabling Energy-Efficient Autonomous Mobile Agents with Spiking Neural Networks Rachmad Vidya Wicaksana Putra Mohamed Bennai 40 6 0 24 Dec 2022
Exploring Lottery Ticket Hypothesis in Spiking Neural Networks Youngeun Kim Yuhang Li Hyoungseob Park Yeshwanth Venkatesha Ruokai Yin Priyadarshini Panda 37 46 0 04 Jul 2022
tinySNN: Towards Memory- and Energy-Efficient Spiking Neural Networks Rachmad Vidya Wicaksana Putra Mohamed Bennai 29 6 0 17 Jun 2022
Sparse Compressed Spiking Neural Network Accelerator for Object Detection Hong-Han Lien Tian-Sheuan Chang 21 27 0 02 May 2022
Ensemble plasticity and network adaptability in SNNs Mahima Milinda Alwis Weerasinghe David Parry Grace I. Wang Jacqueline L. Whalley 24 2 0 11 Mar 2022
Synchronous Unsupervised STDP Learning with Stochastic STT-MRAM Switching Peng Zhou Julie A. Smith Laura Deremo S. Heinrich-Barna Joseph S. Friedman 24 1 0 10 Dec 2021
Towards Low-Latency Energy-Efficient Deep SNNs via Attention-Guided Compression Souvik Kundu Gourav Datta Massoud Pedram Peter A. Beerel 23 14 0 16 Jul 2021
Q-SpiNN: A Framework for Quantizing Spiking Neural Networks Rachmad Vidya Wicaksana Putra Mohamed Bennai MQ 24 44 0 05 Jul 2021
Spatio-Temporal Pruning and Quantization for Low-latency Spiking Neural Networks Sayeed Shafayet Chowdhury Isha Garg Kaushik Roy 26 38 0 26 Apr 2021
Connection Pruning for Deep Spiking Neural Networks with On-Chip Learning Thao N. N. Nguyen B. Veeravalli Xuanyao Fong 22 13 0 09 Oct 2020
Spiking Neural Networks Hardware Implementations and Challenges: a Survey Maxence Bouvier A. Valentian T. Mesquida F. Rummens M. Reyboz Elisa Vianello E. Beigné 61 113 0 04 May 2020
High-parallelism Inception-like Spiking Neural Networks for Unsupervised Feature Learning Mingyuan Meng Xingyu Yang Lei Bi Jinman Kim Shanlin Xiao Zhiyi Yu 21 16 0 02 Dec 2019