FLAMES: A Hybrid Spiking-State Space Model for Adaptive Memory Retention in Event-Based Learning

2 April 2025

Papers citing "FLAMES: A Hybrid Spiking-State Space Model for Adaptive Memory Retention in Event-Based Learning"

38 / 38 papers shown

Title
VMamba: Visual State Space Model Yue Liu Yunjie Tian Yuzhong Zhao Hongtian Yu Lingxi Xie Yaowei Wang Qixiang Ye Jianbin Jiao Yunfan Liu Mamba 299 699 0 31 Dec 2024
Exploiting Heterogeneity in Timescales for Sparse Recurrent Spiking Neural Networks for Energy-Efficient Edge Computing Biswadeep Chakraborty Saibal Mukhopadhyay 90 2 0 08 Jul 2024
Temporal Spiking Neural Networks with Synaptic Delay for Graph Reasoning Mingqing Xiao Yixin Zhu D.K. He Zhouchen Lin LRM 93 4 0 27 May 2024
Rethinking Efficient and Effective Point-based Networks for Event Camera Classification and Regression: EventMamba Hongwei Ren Yue Zhou Jiadong Zhu Haotian Fu Yulong Huang Xiaopeng Lin Yuetong Fang Fei Ma Hao Yu Bo-Xun Cheng Mamba 104 10 0 09 May 2024
Sparse Spiking Neural Network: Exploiting Heterogeneity in Timescales for Pruning Recurrent SNN Biswadeep Chakraborty Beomseok Kang H. Kumar Saibal Mukhopadhyay 115 11 0 06 Mar 2024
Vision-RWKV: Efficient and Scalable Visual Perception with RWKV-Like Architectures Yuchen Duan Weiyun Wang Zhe Chen Xizhou Zhu Lewei Lu Tong Lu Yu Qiao Hongsheng Li Jifeng Dai Wenhai Wang ViT 78 49 0 04 Mar 2024
LMUFormer: Low Complexity Yet Powerful Spiking Model With Legendre Memory Units Zeyu Liu Gourav Datta Anni Li Peter A. Beerel 50 10 0 20 Jan 2024
Learning Long Sequences in Spiking Neural Networks Matei Ioan Stan Oliver Rhodes 67 14 0 14 Dec 2023
TC-LIF: A Two-Compartment Spiking Neuron Model for Long-Term Sequential Modelling Shimin Zhang Qu Yang Chenxiang Ma Jibin Wu Haizhou Li Kay Chen Tan 75 18 0 25 Aug 2023
Efficient Real Time Recurrent Learning through combined activity and parameter sparsity Anand Subramoney 53 2 0 10 Mar 2023
Heterogeneous Neuronal and Synaptic Dynamics for Spike-Efficient Unsupervised Learning: Theory and Design Principles Biswadeep Chakraborty Saibal Mukhopadhyay 67 10 0 22 Feb 2023
SVFormer: Semi-supervised Video Transformer for Action Recognition Zhen Xing Qi Dai Hang-Rui Hu Jingjing Chen Zuxuan Wu Yu-Gang Jiang ViT 75 72 0 23 Nov 2022
HARDVS: Revisiting Human Activity Recognition with Dynamic Vision Sensors Tianlin Li Zong-Yao Wu Bowei Jiang Zhimin Bao Lin Zhu Guoqiu Li Yaowei Wang Yonghong Tian 70 42 0 17 Nov 2022
How to Train Your HiPPO: State Space Models with Generalized Orthogonal Basis Projections Albert Gu Isys Johnson Aman Timalsina Atri Rudra Christopher Ré Mamba 166 101 0 24 Jun 2022
Fluctuation-driven initialization for spiking neural network training Julian Rossbroich Julia Gygax Friedemann Zenke 50 27 0 21 Jun 2022
Transformer Quality in Linear Time Weizhe Hua Zihang Dai Hanxiao Liu Quoc V. Le 126 231 0 21 Feb 2022
Swin Transformer V2: Scaling Up Capacity and Resolution Ze Liu Han Hu Yutong Lin Zhuliang Yao Zhenda Xie ... Yue Cao Zheng Zhang Li Dong Furu Wei B. Guo ViT 221 1,825 0 18 Nov 2021
Efficiently Modeling Long Sequences with Structured State Spaces Albert Gu Karan Goel Christopher Ré 217 1,821 0 31 Oct 2021
Video Swin Transformer Ze Liu Jia Ning Yue Cao Yixuan Wei Zheng Zhang Stephen Lin Han Hu ViT 111 1,489 0 24 Jun 2021
Characterization of Generalizability of Spike Timing Dependent Plasticity trained Spiking Neural Networks Biswadeep Chakraborty Saibal Mukhopadhyay 119 15 0 31 May 2021
ACTION-Net: Multipath Excitation for Action Recognition Zhengwei Wang Qi She A. Smolic 3DPC 68 170 0 11 Mar 2021
Is Space-Time Attention All You Need for Video Understanding? Gedas Bertasius Heng Wang Lorenzo Torresani ViT 389 2,063 0 09 Feb 2021
Long Range Arena: A Benchmark for Efficient Transformers Yi Tay Mostafa Dehghani Samira Abnar Songlin Yang Dara Bahri Philip Pham J. Rao Liu Yang Sebastian Ruder Donald Metzler 152 727 0 08 Nov 2020
Brain-Inspired Learning on Neuromorphic Substrates Friedemann Zenke Emre Neftci 99 90 0 22 Oct 2020
Temporal Binary Representation for Event-Based Action Recognition Simone Undri Innocenti Federico Becattini F. Pernici A. Bimbo 96 69 0 18 Oct 2020
HiPPO: Recurrent Memory with Optimal Polynomial Projections Albert Gu Tri Dao Stefano Ermon Atri Rudra Christopher Ré 126 533 0 17 Aug 2020
Incorporating Learnable Membrane Time Constant to Enhance Learning of Spiking Neural Networks Wei Fang Zhaofei Yu Yanqing Chen T. Masquelier Tiejun Huang Yonghong Tian 155 530 0 11 Jul 2020
Long Short-Term Memory Spiking Networks and Their Applications Ali Lotfi-Rezaabad S. Vishwanath 74 62 0 09 Jul 2020
Surrogate gradients for analog neuromorphic computing Benjamin Cramer Sebastian Billaudelle Simeon Kanya Aron Leibfried Andreas Grubl ... Korbinian Schreiber Yannik Stradmann Johannes Weis Johannes Schemmel Friedemann Zenke 75 107 0 12 Jun 2020
The Heidelberg spiking datasets for the systematic evaluation of spiking neural networks Benjamin Cramer Yannik Stradmann Johannes Schemmel Friedemann Zenke 46 217 0 16 Oct 2019
Surrogate Gradient Learning in Spiking Neural Networks Emre Neftci Hesham Mostafa Friedemann Zenke 99 1,240 0 28 Jan 2019
SlowFast Networks for Video Recognition Christoph Feichtenhofer Haoqi Fan Jitendra Malik Kaiming He 169 3,282 0 10 Dec 2018
TSM: Temporal Shift Module for Efficient Video Understanding Ji Lin Chuang Gan Song Han 98 1,692 0 20 Nov 2018
Long short-term memory and learning-to-learn in networks of spiking neurons G. Bellec Darjan Salaj Anand Subramoney Robert Legenstein Wolfgang Maass 150 490 0 26 Mar 2018
Attention Is All You Need Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 786 132,363 0 12 Jun 2017
Spatio-Temporal Backpropagation for Training High-performance Spiking Neural Networks Yujie Wu Lei Deng Guoqi Li Jun Zhu Luping Shi 64 1,027 0 08 Jun 2017
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 2.2K 194,426 0 10 Dec 2015
Convolutional LSTM Network: A Machine Learning Approach for Precipitation Nowcasting Xingjian Shi Zhourong Chen Hao Wang Dit-Yan Yeung W. Wong W. Woo 568 8,005 0 13 Jun 2015