Time-SSM: Simplifying and Unifying State Space Models for Time Series
Forecasting

Time-SSM: Simplifying and Unifying State Space Models for Time Series Forecasting

25 May 2024

Papers citing "Time-SSM: Simplifying and Unifying State Space Models for Time Series Forecasting"

15 / 15 papers shown

Title
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
Toward Physics-guided Time Series Embedding Jiaxi Hu Bowen Zhang Qingsong Wen Fugee Tsung Yuxuan Liang AI4TS AI4CE 29 3 0 09 Oct 2024
A SSM is Polymerized from Multivariate Time Series Haixiang Wu AI4TS 18 0 0 30 Sep 2024
C-Mamba: Channel Correlation Enhanced State Space Models for Multivariate Time Series Forecasting Chaolv Zeng Zhanyu Liu Guanjie Zheng Linghe Kong Mamba 36 5 0 08 Jun 2024
TwinS: Revisiting Non-Stationarity in Multivariate Time Series Forecasting Jiaxi Hu Qingsong Wen Sijie Ruan Li Liu Yuxuan Liang AI4TS 26 5 0 06 Jun 2024
MambaMixer: Efficient Selective State Space Models with Dual Token and Channel Selection Ali Behrouz Michele Santacatterina Ramin Zabih 37 32 0 29 Mar 2024
SiMBA: Simplified Mamba-Based Architecture for Vision and Multivariate Time series Badri N. Patro Vijay Srinivas Agneeswaran Mamba 49 50 0 22 Mar 2024
Foundation Models for Time Series Analysis: A Tutorial and Survey Yuxuan Liang Haomin Wen Yuqi Nie Yushan Jiang Ming Jin Dongjin Song Shirui Pan Qingsong Wen AI4TS AI4CE 84 108 0 21 Mar 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
Attractor Memory for Long-Term Time Series Forecasting: A Chaos Perspective Jiaxi Hu Yuehong Hu Wei Chen Ming Jin Shirui Pan Qingsong Wen Yuxuan Liang AI4TS 30 8 0 18 Feb 2024
Unified Training of Universal Time Series Forecasting Transformers Gerald Woo Chenghao Liu Akshat Kumar Caiming Xiong Silvio Savarese Doyen Sahoo AI4TS 107 152 0 04 Feb 2024
How to Train Your HiPPO: State Space Models with Generalized Orthogonal Basis Projections Albert Gu Isys Johnson Aman Timalsina Atri Rudra Christopher Ré Mamba 93 88 0 24 Jun 2022
Multiwavelet-based Operator Learning for Differential Equations Gaurav Gupta Xiongye Xiao P. Bogdan 118 198 0 28 Sep 2021
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
Fourier Neural Operator for Parametric Partial Differential Equations Zong-Yi Li Nikola B. Kovachki Kamyar Azizzadenesheli Burigede Liu K. Bhattacharya Andrew M. Stuart Anima Anandkumar AI4CE 197 2,254 0 18 Oct 2020