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Earthfarseer: Versatile Spatio-Temporal Dynamical Systems Modeling in One Model

13 December 2023

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Papers citing "Earthfarseer: Versatile Spatio-Temporal Dynamical Systems Modeling in One Model"

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Title
The Snowflake Hypothesis: Training Deep GNN with One Node One Receptive field Kun Wang Guohao Li Shilong Wang Guibin Zhang Kaidi Wang Yang You Xiaojiang Peng Yuxuan Liang Yang Wang 63 9 0 19 Aug 2023
PastNet: Introducing Physical Inductive Biases for Spatio-temporal Video Prediction Hao Wu Wei Xion Fan Xu Xian-Sheng Hua C. L. Philip Chen Xiansheng Hua AI4TS 191 31 0 19 May 2023
A Dynamic Multi-Scale Voxel Flow Network for Video Prediction Xiaotao Hu Zhewei Huang Ailin Huang Jun Xu Shuchang Zhou VGen 80 69 0 17 Mar 2023
PDEBENCH: An Extensive Benchmark for Scientific Machine Learning M. Takamoto T. Praditia Raphael Leiteritz Dan MacKinlay Francesco Alesiani Dirk Pflüger Mathias Niepert AI4CE 72 236 0 13 Oct 2022
Earthformer: Exploring Space-Time Transformers for Earth System Forecasting Zhihan Gao Xingjian Shi Hao Wang Yi Zhu Yuyang Wang Mu Li Dit-Yan Yeung AI4TS 92 158 0 12 Jul 2022
FourCastNet: A Global Data-driven High-resolution Weather Model using Adaptive Fourier Neural Operators Jaideep Pathak Shashank Subramanian P. Harrington S. Raja Ashesh Chattopadhyay ... Zong-Yi Li Kamyar Azizzadenesheli Pedram Hassanzadeh K. Kashinath Anima Anandkumar AI4Cl 240 709 0 22 Feb 2022
Enhancing Computational Fluid Dynamics with Machine Learning Ricardo Vinuesa Steven L. Brunton AI4CE 169 376 0 05 Oct 2021
DL-Traff: Survey and Benchmark of Deep Learning Models for Urban Traffic Prediction Renhe Jiang Du Yin Zhaonan Wang Yizhuo Wang Jiewen Deng Hangcheng Liu Zekun Cai Jinliang Deng Xuan Song Ryosuke Shibasaki AI4TS 94 164 0 20 Aug 2021
Revisiting Hierarchical Approach for Persistent Long-Term Video Prediction Wonkwang Lee Whie Jung Han Zhang Ting Chen Jing Yu Koh Thomas E. Huang Hyungsuk Yoon Honglak Lee Seunghoon Hong 49 29 0 14 Apr 2021
Swin Transformer: Hierarchical Vision Transformer using Shifted Windows Ze Liu Yutong Lin Yue Cao Han Hu Yixuan Wei Zheng Zhang Stephen Lin B. Guo ViT 465 21,566 0 25 Mar 2021
Predicting Video with VQVAE Jacob Walker Ali Razavi Aaron van den Oord DRL 101 69 0 02 Mar 2021
MC-LSTM: Mass-Conserving LSTM Pieter-Jan Hoedt Frederik Kratzert D. Klotz Christina Halmich Markus Holzleitner G. Nearing Sepp Hochreiter Günter Klambauer 55 60 0 13 Jan 2021
PDE-Driven Spatiotemporal Disentanglement Jérémie Donà Jean-Yves Franceschi Sylvain Lamprier Patrick Gallinari OOD DRL 90 27 0 04 Aug 2020
Disentangling Physical Dynamics from Unknown Factors for Unsupervised Video Prediction Vincent Le Guen Nicolas Thome AI4CE PINN 155 291 0 03 Mar 2020
Dimensionality reduction to maximize prediction generalization capability Takuya Isomura Taro Toyoizumi 15 17 0 01 Mar 2020
Physics-Guided Machine Learning for Scientific Discovery: An Application in Simulating Lake Temperature Profiles X. Jia J. Willard Anuj Karpatne J. Read Jacob Aaron Zwart M. Steinbach Vipin Kumar AI4CE PINN 67 214 0 28 Jan 2020
DeepONet: Learning nonlinear operators for identifying differential equations based on the universal approximation theorem of operators Lu Lu Pengzhan Jin George Karniadakis 248 2,153 0 08 Oct 2019
Variational Temporal Abstraction Taesup Kim Sungjin Ahn Yoshua Bengio DRL 89 65 0 02 Oct 2019
Deep Learning for Spatio-Temporal Data Mining: A Survey Senzhang Wang Jiannong Cao Philip S. Yu AI4TS 84 566 0 11 Jun 2019
Hamiltonian Neural Networks S. Greydanus Misko Dzamba J. Yosinski PINN AI4CE 118 899 0 04 Jun 2019
Predicting Citywide Crowd Flows in Irregular Regions Using Multi-View Graph Convolutional Networks Junkai Sun Junbo Zhang Qiaofei Li Xiuwen Yi Yuxuan Liang Yu Zheng AI4TS 53 164 0 19 Mar 2019
Video Generation from Single Semantic Label Map Junting Pan Chengyu Wang Xu Jia Jing Shao Lu Sheng Junjie Yan Xiaogang Wang VGen 42 104 0 11 Mar 2019
Video-to-Video Synthesis Ting-Chun Wang Ming-Yuan Liu Jun-Yan Zhu Guilin Liu Andrew Tao Jan Kautz Bryan Catanzaro GAN VGen 116 991 0 20 Aug 2018
PDE-Net: Learning PDEs from Data Zichao Long Yiping Lu Xianzhong Ma Bin Dong DiffM AI4CE 57 759 0 26 Oct 2017
MoCoGAN: Decomposing Motion and Content for Video Generation Sergey Tulyakov Ming-Yuan Liu Xiaodong Yang Jan Kautz GAN 144 1,149 0 17 Jul 2017
Video Frame Synthesis using Deep Voxel Flow Ziwei Liu Raymond A. Yeh Xiaoou Tang Yiming Liu A. Agarwala 99 748 0 08 Feb 2017
Deep multi-scale video prediction beyond mean square error Michaël Mathieu Camille Couprie Yann LeCun GAN 126 1,882 0 17 Nov 2015
Convolutional LSTM Network: A Machine Learning Approach for Precipitation Nowcasting Xingjian Shi Zhourong Chen Hao Wang Dit-Yan Yeung W. Wong W. Woo 568 8,005 0 13 Jun 2015
Unsupervised Learning of Video Representations using LSTMs Nitish Srivastava Elman Mansimov Ruslan Salakhutdinov SSL 148 2,593 0 16 Feb 2015