Fourier Neural Operators for Arbitrary Resolution Climate Data
Downscaling

Fourier Neural Operators for Arbitrary Resolution Climate Data Downscaling

23 May 2023

Alex Hernandez-Garcia

Venkatesh Ramesh

Prasanna Sattegeri

Daniela Szwarcman

Papers citing "Fourier Neural Operators for Arbitrary Resolution Climate Data Downscaling"

12 / 12 papers shown

Title
Weakly-Constrained 4D Var for Downscaling with Uncertainty using Data-Driven Surrogate Models Philip Dinenis Vishwas Rao Mihai Anitescu 73 0 0 04 Mar 2025
Evaluating the transferability potential of deep learning models for climate downscaling Ayush Prasad P. Harder Qidong Yang Prasanna Sattegeri Daniela Szwarcman Campbell Watson David Rolnick 29 3 0 17 Jul 2024
Climate Variable Downscaling with Conditional Normalizing Flows Christina Winkler P. Harder David Rolnick AI4Cl 20 5 0 31 May 2024
Hierarchical Neural Operator Transformer with Learnable Frequency-aware Loss Prior for Arbitrary-scale Super-resolution Xihaier Luo Xiaoning Qian Byung-Jun Yoon 42 3 0 20 May 2024
Generative Diffusion-based Downscaling for Climate Robbie A. Watt Laura A. Mansfield DiffM 35 3 0 27 Apr 2024
Masked Autoencoders are PDE Learners Anthony Y. Zhou A. Farimani AI4CE 38 6 0 26 Mar 2024
Application-Driven Innovation in Machine Learning David Rolnick Alán Aspuru-Guzik Sara Beery B. Dilkina P. Donti ... Hannah Kerner C. Monteleoni Esther Rolf Milind Tambe Adam White 41 8 0 26 Mar 2024
Knowledge-guided Machine Learning: Current Trends and Future Prospects Anuj Karpatne X. Jia Vipin Kumar 50 10 0 24 Mar 2024
Multi-modal Representation Learning for Cross-modal Prediction of Continuous Weather Patterns from Discrete Low-Dimensional Data Alif Bin Abdul Qayyum Xihaier Luo Nathan M. Urban Xiaoning Qian Byung-Jun Yoon 36 0 0 30 Jan 2024
Precipitation Downscaling with Spatiotemporal Video Diffusion Prakhar Srivastava Ruihan Yang Gavin Kerrigan Gideon Dresdner Jeremy McGibbon Christopher S. Bretherton Stephan Mandt DiffM 50 3 0 11 Dec 2023
AI Foundation Models for Weather and Climate: Applications, Design, and Implementation S. K. Mukkavilli Daniel Salles Civitarese J. Schmude Johannes Jakubik Anne Jones ... R. Ganti Hendrik Hamann U. Nair Rahul Ramachandran Kommy Weldemariam AI4Cl AI4CE 32 18 0 19 Sep 2023
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 238 2,298 0 18 Oct 2020