Toward Physics-guided Time Series Embedding

Toward Physics-guided Time Series Embedding

9 October 2024

Jiaxi Hu

Qingsong Wen

Yuxuan Liang

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Papers citing "Toward Physics-guided Time Series Embedding"

14 / 14 papers shown

Title
Surrogate Modeling for Explainable Predictive Time Series Corrections Alfredo Lopez Florian Sobieczky AI4TS 98 0 0 17 Jan 2025
Zero-shot forecasting of chaotic systems Yuanzhao Zhang William Gilpin AI4TS 225 7 0 24 Sep 2024
Time-SSM: Simplifying and Unifying State Space Models for Time Series Forecasting Jiaxi Hu Disen Lan Ziyu Zhou Qingsong Wen Yuxuan Liang AI4TS 71 9 0 25 May 2024
TFB: Towards Comprehensive and Fair Benchmarking of Time Series Forecasting Methods Xiangfei Qiu Jilin Hu Lekui Zhou Xingjian Wu Junyang Du ... Chenjuan Guo Aoying Zhou Christian S. Jensen Zhenli Sheng Bin Yang AI4TS 93 79 0 29 Mar 2024
State Space Models as Foundation Models: A Control Theoretic Overview Carmen Amo Alonso Jerome Sieber Melanie Zeilinger AI4CE Mamba 54 15 0 25 Mar 2024
SimMTM: A Simple Pre-Training Framework for Masked Time-Series Modeling Jiaxiang Dong Haixu Wu Haoran Zhang Li Zhang Jianmin Wang Mingsheng Long AI4TS 107 93 0 02 Feb 2023
How to Train Your HiPPO: State Space Models with Generalized Orthogonal Basis Projections Albert Gu Isys Johnson Aman Timalsina Atri Rudra Christopher Ré Mamba 160 101 0 24 Jun 2022
Efficiently Modeling Long Sequences with Structured State Spaces Albert Gu Karan Goel Christopher Ré 215 1,783 0 31 Oct 2021
On the difficulty of learning chaotic dynamics with RNNs Jonas M. Mikhaeil Zahra Monfared Daniel Durstewitz 123 58 0 14 Oct 2021
Multiwavelet-based Operator Learning for Differential Equations Gaurav Gupta Xiongye Xiao P. Bogdan 178 217 0 28 Sep 2021
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 497 2,414 0 18 Oct 2020
HiPPO: Recurrent Memory with Optimal Polynomial Projections Albert Gu Tri Dao Stefano Ermon Atri Rudra Christopher Ré 117 519 0 17 Aug 2020
The Lipschitz Constant of Self-Attention Hyunjik Kim George Papamakarios A. Mnih 74 145 0 08 Jun 2020
Machine Learning for Fluid Mechanics Steven Brunton B. R. Noack Petros Koumoutsakos AI4CE PINN 84 2,122 0 27 May 2019