A Deep State Space Model for Rainfall-Runoff Simulations

28 January 2025

Papers citing "A Deep State Space Model for Rainfall-Runoff Simulations"

25 / 25 papers shown

Title
Block-Biased Mamba for Long-Range Sequence Processing Annan Yu N. Benjamin Erichson Mamba 105 0 0 13 May 2025
Elucidating the Design Choice of Probability Paths in Flow Matching for Forecasting Soon Hoe Lim Yijin Wang Annan Yu Emma Hart Michael W. Mahoney Xiaoye S. Li N. Benjamin Erichson AI4TS 122 2 0 04 Oct 2024
Tuning Frequency Bias of State Space Models Annan Yu Dongwei Lyu Soon Hoe Lim Michael W. Mahoney N. Benjamin Erichson 97 4 0 02 Oct 2024
State-Free Inference of State-Space Models: The Transfer Function Approach Rom N. Parnichkun Stefano Massaroli Alessandro Moro Jimmy T.H. Smith Ramin Hasani ... Hajime Asama Stefano Ermon Taiji Suzuki Atsushi Yamashita Michael Poli 96 9 0 10 May 2024
Mamba-360: Survey of State Space Models as Transformer Alternative for Long Sequence Modelling: Methods, Applications, and Challenges Badri N. Patro Vijay Srinivas Agneeswaran Mamba 116 45 0 24 Apr 2024
Spectral State Space Models Naman Agarwal Daniel Suo Xinyi Chen Elad Hazan 63 12 0 11 Dec 2023
Mamba: Linear-Time Sequence Modeling with Selective State Spaces Albert Gu Tri Dao Mamba 165 2,831 0 01 Dec 2023
StableSSM: Alleviating the Curse of Memory in State-space Models through Stable Reparameterization Shida Wang Qianxiao Li 86 16 0 24 Nov 2023
Generative Modeling of Regular and Irregular Time Series Data via Koopman VAEs Ilan Naiman N. Benjamin Erichson Pu Ren Lbnl Michael W. Mahoney ICSI Omri Azencot AI4TS 90 26 0 04 Oct 2023
Robustifying State-space Models for Long Sequences via Approximate Diagonalization Annan Yu Arnur Nigmetov Dmitriy Morozov Michael W. Mahoney N. Benjamin Erichson 72 14 0 02 Oct 2023
Probing the limit of hydrologic predictability with the Transformer network Jiangtao Liu Yuchen Bian Chaopeng Shen AI4TS 44 10 0 21 Jun 2023
Deep Latent State Space Models for Time-Series Generation Linqi Zhou Michael Poli Winnie Xu Stefano Massaroli Stefano Ermon BDL AI4TS 88 38 0 24 Dec 2022
Gated Recurrent Neural Networks with Weighted Time-Delay Feedback N. Benjamin Erichson Soon Hoe Lim Michael W. Mahoney 84 6 0 01 Dec 2022
Liquid Structural State-Space Models Ramin Hasani Mathias Lechner Tsun-Hsuan Wang Makram Chahine Alexander Amini Daniela Rus AI4TS 155 107 0 26 Sep 2022
On the Parameterization and Initialization of Diagonal State Space Models Albert Gu Ankit Gupta Karan Goel Christopher Ré 100 329 0 23 Jun 2022
Differentiable, learnable, regionalized process-based models with physical outputs can approach state-of-the-art hydrologic prediction accuracy D. Feng Jiangtao Liu K. Lawson Chaopeng Shen BDL AI4CE 72 121 0 28 Mar 2022
Efficiently Modeling Long Sequences with Structured State Spaces Albert Gu Karan Goel Christopher Ré 269 1,851 0 31 Oct 2021
Combining Recurrent, Convolutional, and Continuous-time Models with Linear State-Space Layers Albert Gu Isys Johnson Karan Goel Khaled Kamal Saab Tri Dao Atri Rudra Christopher Ré 134 615 0 26 Oct 2021
Long Expressive Memory for Sequence Modeling T. Konstantin Rusch Siddhartha Mishra N. Benjamin Erichson Michael W. Mahoney AI4TS 244 46 0 10 Oct 2021
MC-LSTM: Mass-Conserving LSTM Pieter-Jan Hoedt Frederik Kratzert D. Klotz Christina Halmich Markus Holzleitner G. Nearing Sepp Hochreiter Günter Klambauer 87 60 0 13 Jan 2021
From calibration to parameter learning: Harnessing the scaling effects of big data in geoscientific modeling W. Tsai D. Feng M. Pan H. Beck K. Lawson Yuan Yang Jiangtao Liu Chaopeng Shen AI4CE 112 188 0 30 Jul 2020
Lipschitz Recurrent Neural Networks N. Benjamin Erichson Omri Azencot A. Queiruga Liam Hodgkinson Michael W. Mahoney 90 112 0 22 Jun 2020
Towards Learning Universal, Regional, and Local Hydrological Behaviors via Machine-Learning Applied to Large-Sample Datasets Frederik Kratzert D. Klotz Guy Shalev Günter Klambauer Sepp Hochreiter G. Nearing 82 570 0 19 Jul 2019
The Convergence Rate of Neural Networks for Learned Functions of Different Frequencies Ronen Basri David Jacobs Yoni Kasten S. Kritchman 91 218 0 02 Jun 2019
Attention Is All You Need Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 974 133,279 0 12 Jun 2017