SATA: Sparsity-Aware Training Accelerator for Spiking Neural Networks

11 April 2022

Ruokai Yin

Abhishek Moitra

Abhiroop Bhattacharjee

Youngeun Kim

Priyadarshini Panda

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Papers citing "SATA: Sparsity-Aware Training Accelerator for Spiking Neural Networks"

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Title
SpikeX: Exploring Accelerator Architecture and Network-Hardware Co-Optimization for Sparse Spiking Neural Networks Boxun Xu Richard Boone Peng Li 2 0 0 18 May 2025
Bishop: Sparsified Bundling Spiking Transformers on Heterogeneous Cores with Error-Constrained Pruning Boxun Xu Yuxuan Yin Vikram Iyer Peng Li MoE 2 0 0 18 May 2025
Dynamic Tsetlin Machine Accelerators for On-Chip Training at the Edge using FPGAs Gang Mao Tousif Rahman Sidharth Maheshwari Bob Pattison Zhuang Shao R. Shafik Alex Yakovlev 29 0 0 28 Apr 2025
Sustainable AI: Mathematical Foundations of Spiking Neural Networks Adalbert Fono Manjot Singh Ernesto Araya P. Petersen Holger Boche Gitta Kutyniok 39 0 0 03 Mar 2025
Spiking Transformer with Spatial-Temporal Attention Donghyun Lee Yuhang Li Youngeun Kim Shiting Xiao Priyadarshini Panda 30 1 0 29 Sep 2024
Sparsity-Aware Hardware-Software Co-Design of Spiking Neural Networks: An Overview Ilkin Aliyev Kama Svoboda Tosiron Adegbija J. Fellous 26 0 0 26 Aug 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
An Asynchronous Multi-core Accelerator for SNN inference Zhuo Chen De Ma Xiaofei Jin Qinghui Xing Ouwen Jin Xin Du Shuibing He Gang Pan 18 0 0 30 Jul 2024
SpikePipe: Accelerated Training of Spiking Neural Networks via Inter-Layer Pipelining and Multiprocessor Scheduling Sai Sanjeet B. Sahoo Keshab K. Parhi 43 0 0 11 Jun 2024
Toward Efficient Deep Spiking Neuron Networks:A Survey On Compression Hui Xie Ge Yang Wenjuan Gao 43 1 0 03 Jun 2024
Direct Training High-Performance Deep Spiking Neural Networks: A Review of Theories and Methods Chenlin Zhou Han Zhang Liutao Yu Yumin Ye Zhaokun Zhou Liwei Huang Zhengyu Ma Xiaopeng Fan Huihui Zhou Yonghong Tian 46 11 0 06 May 2024
Fine-Tuning Surrogate Gradient Learning for Optimal Hardware Performance in Spiking Neural Networks Ilkin Aliyev Tosiron Adegbija 30 2 0 09 Feb 2024
TT-SNN: Tensor Train Decomposition for Efficient Spiking Neural Network Training Donghyun Lee Ruokai Yin Youngeun Kim Abhishek Moitra Yuhang Li Priyadarshini Panda 21 3 0 15 Jan 2024
When Bio-Inspired Computing meets Deep Learning: Low-Latency, Accurate, & Energy-Efficient Spiking Neural Networks from Artificial Neural Networks Gourav Datta Zeyu Liu James Diffenderfer B. Kailkhura P. Beerel 43 0 0 12 Dec 2023
Spiking Neural Networks with Dynamic Time Steps for Vision Transformers Gourav Datta Zeyu Liu Anni Li P. Beerel 38 1 0 28 Nov 2023
Are SNNs Truly Energy-efficient? $-$ A Hardware Perspective Abhiroop Bhattacharjee Ruokai Yin Abhishek Moitra Priyadarshini Panda 19 8 0 06 Sep 2023
Input-Aware Dynamic Timestep Spiking Neural Networks for Efficient In-Memory Computing Yuhang Li Abhishek Moitra Tamar Geller Priyadarshini Panda 21 19 0 27 May 2023
Sharing Leaky-Integrate-and-Fire Neurons for Memory-Efficient Spiking Neural Networks Youngeun Kim Yuhang Li Abhishek Moitra Ruokai Yin Priyadarshini Panda 28 10 0 26 May 2023
MINT: Multiplier-less INTeger Quantization for Energy Efficient Spiking Neural Networks Ruokai Yin Yuhang Li Abhishek Moitra Priyadarshini Panda MQ 18 13 0 16 May 2023
Workload-Balanced Pruning for Sparse Spiking Neural Networks Ruokai Yin Youngeun Kim Yuhang Li Abhishek Moitra Nitin Satpute Anna Hambitzer Priyadarshini Panda 37 19 0 13 Feb 2023
Hoyer regularizer is all you need for ultra low-latency spiking neural networks Gourav Datta Zeyu Liu P. Beerel 30 9 0 20 Dec 2022
Wearable-based Human Activity Recognition with Spatio-Temporal Spiking Neural Networks Yuhang Li Ruokai Yin Hyoungseob Park Youngeun Kim Priyadarshini Panda 26 14 0 14 Nov 2022
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
Exploring Lottery Ticket Hypothesis in Spiking Neural Networks Youngeun Kim Yuhang Li Hyoungseob Park Yeshwanth Venkatesha Ruokai Yin Priyadarshini Panda 27 46 0 04 Jul 2022
Converting Artificial Neural Networks to Spiking Neural Networks via Parameter Calibration Yuhang Li Shi-Wee Deng Xin Dong Shi Gu 59 24 0 06 May 2022