SEENN: Towards Temporal Spiking Early-Exit Neural Networks

2 April 2023

Yuhang Li

Tamar Geller

Youngeun Kim

Priyadarshini Panda

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Papers citing "SEENN: Towards Temporal Spiking Early-Exit Neural Networks"

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Title
PASCAL: Precise and Efficient ANN- SNN Conversion using Spike Accumulation and Adaptive Layerwise Activation Pranav Ramesh Gopalakrishnan Srinivasan 22 0 0 03 May 2025
Temporal Flexibility in Spiking Neural Networks: Towards Generalization Across Time Steps and Deployment Friendliness Kangrui Du Yuhang Wu Shikuang Deng Shi Gu 38 0 0 18 Mar 2025
EvoP: Robust LLM Inference via Evolutionary Pruning Shangyu Wu Hongchao Du Ying Xiong Shuai Chen Tei-Wei Kuo Nan Guan Chun Jason Xue 32 1 0 19 Feb 2025
Adaptive Calibration: A Unified Conversion Framework of Spiking Neural Network Z. Wang Yuetong Fang Jiahang Cao Hongwei Ren Renjing Xu 70 2 0 18 Dec 2024
Scaling Spike-driven Transformer with Efficient Spike Firing Approximation Training Man Yao Xuerui Qiu Tianxiang Hu J. Hu Yuhong Chou Keyu Tian Jianxing Liao Luziwei Leng Bo Xu Guoqi Li 74 4 0 25 Nov 2024
Neuronal Competition Groups with Supervised STDP for Spike-Based Classification Gaspard Goupy Pierre Tirilly Ioan Marius Bilasco 24 0 0 22 Oct 2024
Twin Network Augmentation: A Novel Training Strategy for Improved Spiking Neural Networks and Efficient Weight Quantization Lucas Deckers Benjamin Vandersmissen Ing Jyh Tsang W. V. Leekwijck Steven Latré MQ 25 1 0 24 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 22 1 0 22 Aug 2024
AT-SNN: Adaptive Tokens for Vision Transformer on Spiking Neural Network Donghwa Kang Youngmoon Lee Eun-Kyu Lee Brent Kang Jinkyu Lee Hyeongboo Baek ViT 18 0 0 22 Aug 2024
Online Pseudo-Zeroth-Order Training of Neuromorphic Spiking Neural Networks Mingqing Xiao Qingyan Meng Zongpeng Zhang D.K. He Zhouchen Lin 27 0 0 17 Jul 2024
Toward Efficient Deep Spiking Neuron Networks:A Survey On Compression Hui Xie Ge Yang Wenjuan Gao 24 1 0 03 Jun 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 24 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 22 0 0 23 May 2024
Towards free-response paradigm: a theory on decision-making in spiking neural networks Zhichao Zhu Yang Qi Wenlian Lu Zhigang Wang Lu Cao Jianfeng Feng 16 1 0 16 Apr 2024
Direct Training Needs Regularisation: Anytime Optimal Inference Spiking Neural Network Dengyu Wu Yi Qi Kaiwen Cai Gao Jin Xinping Yi Xiaowei Huang 24 3 0 15 Apr 2024
SpikeMba: Multi-Modal Spiking Saliency Mamba for Temporal Video Grounding Wenrui Li Xiaopeng Hong Ruiqin Xiong Xiaopeng Fan Mamba 47 17 0 01 Apr 2024
Shrinking Your TimeStep: Towards Low-Latency Neuromorphic Object Recognition with Spiking Neural Network Yongqi Ding Lin Zuo Mengmeng Jing Pei He Yongjun Xiao 24 16 0 02 Jan 2024
Spiking Neural Networks with Dynamic Time Steps for Vision Transformers Gourav Datta Zeyu Liu Anni Li P. Beerel 17 1 0 28 Nov 2023
Agreeing to Stop: Reliable Latency-Adaptive Decision Making via Ensembles of Spiking Neural Networks Jiechen Chen Sangwoo Park Osvaldo Simeone 17 4 0 25 Oct 2023
Are SNNs Truly Energy-efficient? $-$ A Hardware Perspective Abhiroop Bhattacharjee Ruokai Yin Abhishek Moitra Priyadarshini Panda 17 7 0 06 Sep 2023
Sharing Leaky-Integrate-and-Fire Neurons for Memory-Efficient Spiking Neural Networks Youngeun Kim Yuhang Li Abhishek Moitra Ruokai Yin Priyadarshini Panda 23 10 0 26 May 2023
Knowing When to Stop: Delay-Adaptive Spiking Neural Network Classifiers with Reliability Guarantees Jiechen Chen Sangwoo Park Osvaldo Simeone 13 8 0 18 May 2023
Optimal ANN-SNN Conversion for High-accuracy and Ultra-low-latency Spiking Neural Networks Tong Bu Wei Fang Jianhao Ding Penglin Dai Zhaofei Yu Tiejun Huang 105 193 0 08 Mar 2023
Optimising Event-Driven Spiking Neural Network with Regularisation and Cutoff Dengyu Wu Gao Jin Han Yu Xinping Yi Xiaowei Huang 19 2 0 23 Jan 2023
Temporal Efficient Training of Spiking Neural Network via Gradient Re-weighting Shi-Wee Deng Yuhang Li Shanghang Zhang Shi Gu 112 242 0 24 Feb 2022
Optimized Potential Initialization for Low-latency Spiking Neural Networks Tong Bu Jianhao Ding Zhaofei Yu Tiejun Huang 99 87 0 03 Feb 2022
Optimal Conversion of Conventional Artificial Neural Networks to Spiking Neural Networks Shi-Wee Deng Shi Gu 116 197 0 28 Feb 2021
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
Enabling Deep Spiking Neural Networks with Hybrid Conversion and Spike Timing Dependent Backpropagation Nitin Rathi G. Srinivasan Priyadarshini Panda Kaushik Roy 116 292 0 04 May 2020