Curriculum Design Helps Spiking Neural Networks to Classify Time Series

Curriculum Design Helps Spiking Neural Networks to Classify Time Series

26 December 2023

Papers citing "Curriculum Design Helps Spiking Neural Networks to Classify Time Series"

15 / 15 papers shown

Title
Confidence-Guided Learning Process for Continuous Classification of Time Series Chenxi Sun Moxian Song D. Cai B. Zhang linda Qiao Hongyan Li 32 6 0 14 Aug 2022
CUP: Curriculum Learning based Prompt Tuning for Implicit Event Argument Extraction Jiaju Lin Qin Chen Jie Zhou Jian Jin Liangye He 40 23 0 01 May 2022
Approximation Theory of Convolutional Architectures for Time Series Modelling Haotian Jiang Zhong Li Qianxiao Li AI4TS 55 12 0 20 Jul 2021
BackEISNN: A Deep Spiking Neural Network with Adaptive Self-Feedback and Balanced Excitatory-Inhibitory Neurons Dongcheng Zhao Yi Zeng Yang Li 47 42 0 27 May 2021
TE-ESN: Time Encoding Echo State Network for Prediction Based on Irregularly Sampled Time Series Data Chenxi Sun linda Qiao Moxian Song Yanxiu Zhou Yongyue Sun D. Cai Hongyan Li AI4TS 50 24 0 02 May 2021
Accurate and efficient time-domain classification with adaptive spiking recurrent neural networks Bojian Yin Federico Corradi S. Bohté 75 215 0 12 Mar 2021
A Review of Deep Learning Methods for Irregularly Sampled Medical Time Series Data Chenxi Sun linda Qiao Moxian Song Hongyan Li AI4TS OOD 61 58 0 23 Oct 2020
A Transformer-based Framework for Multivariate Time Series Representation Learning George Zerveas Srideepika Jayaraman Dhaval Patel A. Bhamidipaty Carsten Eickhoff AI4TS 76 916 0 06 Oct 2020
Multivariate Time Series Classification Using Spiking Neural Networks Haowen Fang Amar Shrestha Qinru Qiu 33 16 0 07 Jul 2020
Do RNN and LSTM have Long Memory? Jingyu Zhao Feiqing Huang Jia Lv Yanjie Duan Zhen Qin Guodong Li Guangjian Tian 94 143 0 06 Jun 2020
S4NN: temporal backpropagation for spiking neural networks with one spike per neuron Saeed Reza Kheradpisheh T. Masquelier 60 188 0 21 Oct 2019
On The Power of Curriculum Learning in Training Deep Networks Guy Hacohen D. Weinshall ODL 68 442 0 07 Apr 2019
The UCR Time Series Archive Hoang Anh Dau A. Bagnall Kaveh Kamgar Chin-Chia Michael Yeh Yan Zhu Shaghayegh Gharghabi C. Ratanamahatana Eamonn Keogh 52 828 0 17 Oct 2018
Deep learning for time series classification: a review Hassan Ismail Fawaz Germain Forestier J. Weber L. Idoumghar Pierre-Alain Muller AI4TS AI4CE 293 2,683 0 12 Sep 2018
Long short-term memory and learning-to-learn in networks of spiking neurons G. Bellec Darjan Salaj Anand Subramoney Robert Legenstein Wolfgang Maass 137 487 0 26 Mar 2018