Is Mamba Effective for Time Series Forecasting?

Is Mamba Effective for Time Series Forecasting?

17 March 2024

Shi Feng

Papers citing "Is Mamba Effective for Time Series Forecasting?"

17 / 17 papers shown

Title
IRNN: Innovation-driven Recurrent Neural Network for Time-Series Data Modeling and Prediction Yifan Zhou Yibo Wang Chao Shang AI4TS 20 0 0 09 May 2025
BioMamba: Leveraging Spectro-Temporal Embedding in Bidirectional Mamba for Enhanced Biosignal Classification Jian Qian Teck Lun Goh Bingyu Xie Chengyao Zhu Biao Wan Yawen Guan Rachel Ding Chen Patrick Chiang Mamba 42 0 0 14 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 63 0 0 26 Jan 2025
Automatic selection of the best neural architecture for time series forecasting via multi-objective optimization and Pareto optimality conditions Qianying Cao Shanqing Liu Alan John Varghese Jérome Darbon M. Triantafyllou George Karniadakis AI4TS 79 0 0 21 Jan 2025
GG-SSMs: Graph-Generating State Space Models Nikola Zubić Davide Scaramuzza Mamba 86 1 0 17 Dec 2024
FACTS: A Factored State-Space Framework For World Modelling Li Nanbo Firas Laakom Yucheng Xu Wenyi Wang Jürgen Schmidhuber AI4TS 45 0 0 28 Oct 2024
LiNo: Advancing Recursive Residual Decomposition of Linear and Nonlinear Patterns for Robust Time Series Forecasting Guoqi Yu Yaoming Li Xiaoyu Guo Dayu Wang Zirui Liu Shujun Wang Tong Yang AI4TS 35 0 0 22 Oct 2024
UmambaTSF: A U-shaped Multi-Scale Long-Term Time Series Forecasting Method Using Mamba Li Wu Wenbin Pei Jiulong Jiao Qiang Zhang Mamba AI4TS 17 2 0 15 Oct 2024
Mambular: A Sequential Model for Tabular Deep Learning Anton Thielmann Manish Kumar Christoph Weisser Arik Reuter Benjamin Säfken Soheila Samiee Mamba LMTD 60 6 0 12 Aug 2024
TSCMamba: Mamba Meets Multi-View Learning for Time Series Classification Md. Atik Ahamed Qiang Cheng Mamba 47 1 0 06 Jun 2024
A Novel State Space Model with Local Enhancement and State Sharing for Image Fusion Zihan Cao Xiao Wu Liang-Jian Deng Yu Zhong Mamba 40 9 0 14 Apr 2024
TimeMachine: A Time Series is Worth 4 Mambas for Long-term Forecasting Md. Atik Ahamed Qiang Cheng Mamba AI4TS 53 47 0 14 Mar 2024
ClinicalMamba: A Generative Clinical Language Model on Longitudinal Clinical Notes Zhichao Yang Avijit Mitra Sunjae Kwon Hong-ye Yu 34 18 0 09 Mar 2024
Hierarchical State Space Models for Continuous Sequence-to-Sequence Modeling Raunaq M. Bhirangi Chenyu Wang Venkatesh Pattabiraman Carmel Majidi Abhinav Gupta Tess Hellebrekers Lerrel Pinto 45 10 0 15 Feb 2024
Frequency-domain MLPs are More Effective Learners in Time Series Forecasting Kun Yi Qi Zhang Wei Fan Shoujin Wang Pengyang Wang Hui He Defu Lian Ning An Longbin Cao ZhenDong Niu AI4TS 56 120 0 10 Nov 2023
Less Is More: Fast Multivariate Time Series Forecasting with Light Sampling-oriented MLP Structures T. Zhang Yizhuo Zhang Wei Cao Jiang Bian Xiaohan Yi Shun Zheng Jian Li BDL AI4TS 95 145 0 04 Jul 2022
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting Haoyi Zhou Shanghang Zhang J. Peng Shuai Zhang Jianxin Li Hui Xiong Wan Zhang AI4TS 161 3,799 0 14 Dec 2020