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 40 0 0 22 Mar 2025
BioSerenity-E1: a self-supervised EEG model for medical applications Ruggero G. Bettinardi Mohamed Rahmouni Ulysse Gimenez 62 0 0 13 Mar 2025
Mamba-Based Graph Convolutional Networks: Tackling Over-smoothing with Selective State Space Xin He Y. Wang Wenqi Fan Xu Shen Xin Juan Rui Miao Xin Wang 66 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 39 2 0 07 Oct 2024
Recovering Time-Varying Networks From Single-Cell Data Euxhen Hasanaj Barnabás Póczos Ziv Bar-Joseph AI4CE 14 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 12 0 0 01 Aug 2024
Mamba-FETrack: Frame-Event Tracking via State Space Model Ju Huang Shiao Wang Shuai Wang Zhe Wu Xiao Wang Bowei Jiang Mamba 39 12 0 28 Apr 2024
Graph Mamba: Towards Learning on Graphs with State Space Models Ali Behrouz Farnoosh Hashemi AI4CE 104 57 0 13 Feb 2024
Learning Long Sequences in Spiking Neural Networks Matei Ioan Stan Oliver Rhodes 30 10 0 14 Dec 2023
Contaminated Multivariate Time-Series Anomaly Detection with Spatio-Temporal Graph Conditional Diffusion Models Thi Kieu Khanh Ho Narges Armanfard AI4TS 31 1 0 24 Aug 2023
Discrete Graph Structure Learning for Forecasting Multiple Time Series Chao Shang Jie Chen J. Bi CML BDL AI4TS 92 226 0 18 Jan 2021
RobustSleepNet: Transfer learning for automated sleep staging at scale Antoine Guillot Valentin Thorey OOD 33 81 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 85 1,058 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 210 1,391 0 04 Dec 2018
Geometric deep learning: going beyond Euclidean data M. Bronstein Joan Bruna Yann LeCun Arthur Szlam P. Vandergheynst GNN 231 3,202 0 24 Nov 2016