Modeling Multivariate Biosignals With Graph Neural Networks and
Structured State Space Models

Modeling Multivariate Biosignals With Graph Neural Networks and Structured State Space Models

21 November 2022

Jared A. Dunnmon

Khaled Kamal Saab

Christopher Lee-Messer

Papers citing "Modeling Multivariate Biosignals With Graph Neural Networks and Structured State Space Models"

15 / 15 papers shown

Title
From S4 to Mamba: A Comprehensive Survey on Structured State Space Models Shriyank Somvanshi Md Monzurul Islam Mahmuda Sultana Mimi Sazzad Bin Bashar Polock Gaurab Chhetri Subasish Das Mamba AI4TS 45 0 0 22 Mar 2025
BioSerenity-E1: a self-supervised EEG model for medical applications Ruggero G. Bettinardi Mohamed Rahmouni Ulysse Gimenez 71 0 0 13 Mar 2025
Mamba-Based Graph Convolutional Networks: Tackling Over-smoothing with Selective State Space Xin He Yixuan Wang Wenqi Fan Xu Shen Xin Juan Rui Miao Xin Wang 68 0 0 26 Jan 2025
SPikE-SSM: A Sparse, Precise, and Efficient Spiking State Space Model for Long Sequences Learning Yan Zhong Ruoyu Zhao Chao Wang Qinghai Guo Jianguo Zhang Zhichao Lu Luziwei Leng 46 2 0 07 Oct 2024
Recovering Time-Varying Networks From Single-Cell Data Euxhen Hasanaj Barnabás Póczos Ziv Bar-Joseph AI4CE 19 0 0 01 Oct 2024
Parkinson's Disease Detection from Resting State EEG using Multi-Head Graph Structure Learning with Gradient Weighted Graph Attention Explanations Wenbin Zhou Yong Zeng Yiming Xiao 22 0 0 01 Aug 2024
Mamba-FETrack: Frame-Event Tracking via State Space Model Ju Huang Shiao Wang Shuai Wang Zhe Wu Tianlin Li Bowei Jiang Mamba 47 13 0 28 Apr 2024
Graph Mamba: Towards Learning on Graphs with State Space Models Ali Behrouz Farnoosh Hashemi AI4CE 109 58 0 13 Feb 2024
Learning Long Sequences in Spiking Neural Networks Matei Ioan Stan Oliver Rhodes 37 11 0 14 Dec 2023
Contaminated Multivariate Time-Series Anomaly Detection with Spatio-Temporal Graph Conditional Diffusion Models Thi Kieu Khanh Ho Narges Armanfard AI4TS 47 1 0 24 Aug 2023
Discrete Graph Structure Learning for Forecasting Multiple Time Series Chao Shang Jie Chen J. Bi CML BDL AI4TS 108 227 0 18 Jan 2021
RobustSleepNet: Transfer learning for automated sleep staging at scale Antoine Guillot Valentin Thorey OOD 43 83 0 07 Jan 2021
InceptionTime: Finding AlexNet for Time Series Classification Hassan Ismail Fawaz Benjamin Lucas Germain Forestier Charlotte Pelletier Daniel F. Schmidt J. Weber Geoffrey I. Webb L. Idoumghar Pierre-Alain Muller Franccois Petitjean AI4TS 96 1,072 0 11 Sep 2019
Bag of Tricks for Image Classification with Convolutional Neural Networks Tong He Zhi-Li Zhang Hang Zhang Zhongyue Zhang Junyuan Xie Mu Li 221 1,399 0 04 Dec 2018
Geometric deep learning: going beyond Euclidean data M. Bronstein Joan Bruna Yann LeCun Arthur Szlam P. Vandergheynst GNN 259 3,239 0 24 Nov 2016