A Free Lunch From ANN: Towards Efficient, Accurate Spiking Neural Networks Calibration

13 June 2021

Yuhang Li

Papers citing "A Free Lunch From ANN: Towards Efficient, Accurate Spiking Neural Networks Calibration"

50 / 116 papers shown

Title
Temporal Flexibility in Spiking Neural Networks: Towards Generalization Across Time Steps and Deployment Friendliness Kangrui Du Yuhang Wu Shikuang Deng Shi Gu 40 0 0 18 Mar 2025
DTA: Dual Temporal-channel-wise Attention for Spiking Neural Networks Minje Kim Minjun Kim Xu Yang 38 0 0 13 Mar 2025
Temporal Separation with Entropy Regularization for Knowledge Distillation in Spiking Neural Networks Kairong Yu Chengting Yu Tianqing Zhang Xiaochen Zhao Shu Yang Hongwei Wang Qiang Zhang Qi Xu 66 3 0 05 Mar 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 78 0 0 05 Mar 2025
Differential Coding for Training-Free ANN-to-SNN Conversion Zihan Huang Wei Fang Tong Bu Peng Xue Zecheng Hao Xiaohan Yu Yuanhong Tang Zhaofei Yu Tiejun Huang 36 0 0 01 Mar 2025
Spiking Transformer:Introducing Accurate Addition-Only Spiking Self-Attention for Transformer Yufei Guo Xiaode Liu Y. Chen Weihang Peng Yuhan Zhang Zhe Ma MQ 43 1 0 28 Feb 2025
Towards High-performance Spiking Transformers from ANN to SNN Conversion Zihan Huang Xinyu Shi Zecheng Hao Tong Bu Jianhao Ding Zhaofei Yu Tiejun Huang 30 7 0 28 Feb 2025
CLIF: Complementary Leaky Integrate-and-Fire Neuron for Spiking Neural Networks Yulong Huang Xiaopeng Lin Hongwei Ren Haotian Fu Yue Zhou Zunchang Liu Biao Pan Bojun Cheng 57 10 0 20 Feb 2025
Adaptive Calibration: A Unified Conversion Framework of Spiking Neural Network Zehua Wang Yuetong Fang Jiahang Cao Hongwei Ren Renjing Xu 77 2 0 18 Dec 2024
Faster and Stronger: When ANN-SNN Conversion Meets Parallel Spiking Calculation Zecheng Hao Zhaofei Yu Tiejun Huang 80 0 0 18 Dec 2024
Efficient 3D Recognition with Event-driven Spike Sparse Convolution Xuerui Qiu Man Yao Jieyuan Zhang Yuhong Chou Ning Qiao Shibo Zhou Bo Xu Guoqi Li 3DPC 75 4 0 10 Dec 2024
Noise Adaptor: Enhancing Low-Latency Spiking Neural Networks through Noise-Injected Low-Bit ANN Conversion Chen Li Bipin Rajendran 69 0 0 26 Nov 2024
Spiking Transformer Hardware Accelerators in 3D Integration Boxun Xu Junyoung Hwang Pruek Vanna-iampikul Sung Kyu Lim Peng Li 19 0 0 11 Nov 2024
Randomized Forward Mode Gradient for Spiking Neural Networks in Scientific Machine Learning Ruyin Wan Qian Zhang George Karniadakis 30 0 0 11 Nov 2024
Spatial-Temporal Search for Spiking Neural Networks Kaiwei Che Zhaokun Zhou Li-xin Yuan Jianguo Zhang Yonghong Tian Luziwei Leng 32 0 0 24 Oct 2024
Advancing Training Efficiency of Deep Spiking Neural Networks through Rate-based Backpropagation Chengting Yu Lei Liu Gaoang Wang Erping Li Aili Wang 26 1 0 15 Oct 2024
Spiking Transformer with Spatial-Temporal Attention Donghyun Lee Yuhang Li Youngeun Kim Shiting Xiao Priyadarshini Panda 30 1 0 29 Sep 2024
Training Spiking Neural Networks via Augmented Direct Feedback Alignment Yongbo Zhang Katsuma Inoue M. Nakajima Toshikazu Hashimoto Yasuo Kuniyoshi Kohei Nakajima 32 0 0 12 Sep 2024
Spiking Diffusion Models Jiahang Cao Hanzhong Guo Ziqing Wang Deming Zhou Hao Cheng Qiang Zhang Renjing Xu DiffM 45 3 0 29 Aug 2024
Robust Iterative Value Conversion: Deep Reinforcement Learning for Neurochip-driven Edge Robots Y. Kadokawa Tomohito Kodera Yoshihisa Tsurumine Shinya Nishimura Takamitsu Matsubara 34 1 0 23 Aug 2024
Obtaining Optimal Spiking Neural Network in Sequence Learning via CRNN-SNN Conversion Jiahao Su Kang You Zekai Xu Weizhi Xu Zhezhi He 26 0 0 18 Aug 2024
BKDSNN: Enhancing the Performance of Learning-based Spiking Neural Networks Training with Blurred Knowledge Distillation Zekai Xu Kang You Qinghai Guo Xiang Wang Zhezhi He 33 3 0 12 Jul 2024
SpikeLLM: Scaling up Spiking Neural Network to Large Language Models via Saliency-based Spiking Xingrun Xing Boyan Gao Zheng Zhang David A. Clifton Shitao Xiao LI DU Guoqi Li Jiajun Zhang 52 5 0 05 Jul 2024
Sign Gradient Descent-based Neuronal Dynamics: ANN-to-SNN Conversion Beyond ReLU Network Hyunseok Oh Youngki Lee 48 1 0 01 Jul 2024
RTFormer: Re-parameter TSBN Spiking Transformer Hongzhi Wang Xiubo Liang Mengjian Li Tao Zhang 38 0 0 20 Jun 2024
Evolutionary Spiking Neural Networks: A Survey Shuaijie Shen Rui Zhang Chao Wang Renzhuo Huang Aiersi Tuerhong Qinghai Guo Zhichao Lu Jianguo Zhang Luziwei Leng 26 6 0 18 Jun 2024
Spiking Neural Networks with Consistent Mapping Relations Allow High-Accuracy Inference Yang Li Xiang-Yu He Qingqun Kong Yi Zeng 32 0 0 08 Jun 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
Temporal Spiking Neural Networks with Synaptic Delay for Graph Reasoning Mingqing Xiao Yixin Zhu D.K. He Zhouchen Lin LRM 30 4 0 27 May 2024
Stochastic Spiking Neural Networks with First-to-Spike Coding Yi Jiang Sen Lu Abhronil Sengupta 40 0 0 26 Apr 2024
Converting High-Performance and Low-Latency SNNs through Explicit Modelling of Residual Error in ANNs Zhipeng Huang Jianhao Ding Zhiyu Pan Haoran Li Ying Fang Zhaofei Yu Jian K. Liu 34 0 0 26 Apr 2024
FTBC: Forward Temporal Bias Correction for Optimizing ANN-SNN Conversion Xiaofeng Wu V. Bojkovic Bin Gu Kun Suo Kai Zou 25 3 0 27 Mar 2024
QKFormer: Hierarchical Spiking Transformer using Q-K Attention Chenlin Zhou Han Zhang Zhaokun Zhou Liutao Yu Liwei Huang Xiaopeng Fan Liuliang Yuan Zhengyu Ma Huihui Zhou Yonghong Tian 52 15 0 25 Mar 2024
Optimal ANN-SNN Conversion with Group Neurons Liuzhenghao Lv Wei Fang Li Yuan Yonghong Tian 37 3 0 29 Feb 2024
LM-HT SNN: Enhancing the Performance of SNN to ANN Counterpart through Learnable Multi-hierarchical Threshold Model Zecheng Hao Xinyu Shi Zhiyu Pan Yujia Liu Zhaofei Yu Tiejun Huang 29 4 0 01 Feb 2024
Take A Shortcut Back: Mitigating the Gradient Vanishing for Training Spiking Neural Networks Yu-Zhu Guo Y. Chen 23 2 0 09 Jan 2024
Training a General Spiking Neural Network with Improved Efficiency and Minimum Latency Yunpeng Yao Man Wu Zheng Chen Renyuan Zhang 35 0 0 05 Jan 2024
Deep Pulse-Coupled Neural Networks Zexiang Yi Jing Lian Yunliang Qi Zhaofei Yu Huajin Tang Yide Ma Jizhao Liu 23 2 0 24 Dec 2023
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
Ternary Spike: Learning Ternary Spikes for Spiking Neural Networks Yu-Zhu Guo Y. Chen Xiaode Liu Weihang Peng Yuhan Zhang Xuhui Huang Zhe Ma 33 28 0 11 Dec 2023
Noise Adaptor in Spiking Neural Networks Chen Li Bipin Rajendran 39 0 0 08 Dec 2023
Spiking NeRF: Representing the Real-World Geometry by a Discontinuous Representation Zhanfeng Liao Qian Zheng Yan Liu Gang Pan 21 7 0 15 Nov 2023
Adversarially Robust Spiking Neural Networks Through Conversion Ozan Özdenizci Robert Legenstein AAML 38 8 0 15 Nov 2023
Spike-based Neuromorphic Computing for Next-Generation Computer Vision Md. Sakib Hasan Catherine D. Schuman Zhongyang Zhang Tauhidur Rahman Garrett S. Rose 33 0 0 15 Oct 2023
Spiking PointNet: Spiking Neural Networks for Point Clouds Dayong Ren Zhe Ma Y. Chen Weihang Peng Xiaode Liu Yuhan Zhang Yu-Zhu Guo 3DH 3DPC 20 23 0 10 Oct 2023
Low Latency of object detection for spikng neural network Nemin Qiu Chuang Zhu 17 0 0 27 Sep 2023
Brain-inspired Evolutionary Architectures for Spiking Neural Networks Wenxuan Pan Feifei Zhao Zhuoya Zhao Yi Zeng 44 3 0 11 Sep 2023
Learning Spiking Neural Network from Easy to Hard task Lingling Tang Jiangtao Hu Hua Yu Surui Liu Jielei Chu 39 0 0 09 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 25 9 0 31 Aug 2023
Membrane Potential Batch Normalization for Spiking Neural Networks Yu-Zhu Guo Yuhan Zhang Y. Chen Weihang Peng Xiaode Liu Liwen Zhang Xuhui Huang Zhe Ma AAML 32 37 0 16 Aug 2023