Title
Data-driven Seasonal Climate Predictions via Variational Inference and Transformers Lluís Palma Alejandro Peraza David Civantos Amanda Duarte Stefano Materia Ángel G. Muñoz Jesús Peña Laia Romero Albert Soret Markus G. Donat AI4TS 51 0 0 26 Mar 2025
Uncertainty Estimation for Path Loss and Radio Metric Models Alexis Bose Jonathan Ethier Ryan Dempsey Yifeng Qiu 34 0 0 10 Jan 2025
Gridded Transformer Neural Processes for Large Unstructured Spatio-Temporal Data Matthew Ashman Cristiana-Diana Diaconu Eric Langezaal Adrian Weller Richard E. Turner AI4TS 36 1 0 09 Oct 2024
HR-Extreme: A High-Resolution Dataset for Extreme Weather Forecasting Nian Ran Peng Xiao Yue Wang Wesley Shi Jianxin Lin Qi Meng Richard Allmendinger AI4Cl 37 0 0 27 Sep 2024
Bayesian computation with generative diffusion models by Multilevel Monte Carlo Abdul-Lateef Haji-Ali Marcelo Pereyra Luke Shaw K. Zygalakis DiffM 42 0 0 23 Sep 2024
RAIN: Reinforcement Algorithms for Improving Numerical Weather and Climate Models Pritthijit Nath Henry Moss Emily Shuckburgh Mark Webb AI4Cl AI4CE 34 0 0 28 Aug 2024
Meta Flow Matching: Integrating Vector Fields on the Wasserstein Manifold Lazar Atanackovic Xi Zhang Brandon Amos Mathieu Blanchette Leo J. Lee Yoshua Bengio Alexander Tong Kirill Neklyudov 31 5 0 26 Aug 2024
Huge Ensembles Part I: Design of Ensemble Weather Forecasts using Spherical Fourier Neural Operators Ankur Mahesh William D. Collins Boris Bonev Noah D. Brenowitz Y. Cohen ... Michael S. Pritchard David Pruitt Mark Risser Shashank Subramanian Jared Willard 37 7 0 06 Aug 2024
Huge Ensembles Part II: Properties of a Huge Ensemble of Hindcasts Generated with Spherical Fourier Neural Operators Ankur Mahesh William D. Collins Boris Bonev Noah D. Brenowitz Y. Cohen ... Michael S. Pritchard David Pruitt Mark Risser Shashank Subramanian Jared Willard 65 3 0 02 Aug 2024
Comparing and Contrasting Deep Learning Weather Prediction Backbones on Navier-Stokes and Atmospheric Dynamics Matthias Karlbauer Danielle C. Maddix Abdul Fatir Ansari Boran Han Gaurav Gupta Yuyang Wang Andrew Stuart Michael W. Mahoney AI4TS 42 1 0 19 Jul 2024
Valid Error Bars for Neural Weather Models using Conformal Prediction Vignesh Gopakumar Joel Oskarrson Ander Gray L. Zanisi Stanislas Pamela Daniel Giles Matt Kusner M. Deisenroth 26 0 0 20 Jun 2024
Generative Data Assimilation of Sparse Weather Station Observations at Kilometer Scales Peter Manshausen Y. Cohen Jaideep Pathak Jaideep Pathak Piyush Garg Morteza Mardani K. Kashinath Simon Byrne Noah D. Brenowitz Noah Brenowitz 45 9 0 19 Jun 2024
LUCIE: A Lightweight Uncoupled ClImate Emulator with long-term stability and physical consistency for O(1000)-member ensembles Haiwen Guan T. Arcomano Ashesh Chattopadhyay R. Maulik AI4Cl 42 10 0 25 May 2024
Decomposing weather forecasting into advection and convection with neural networks Mengxuan Chen Ziqi Yuan Jinxiao Zhang Runmin Dong Haohuan Fu 33 0 0 10 May 2024
Validating Deep Learning Weather Forecast Models on Recent High-Impact Extreme Events Olivier C. Pasche Jonathan Wider Zhongwei Zhang Jakob Zscheischler Sebastian Engelke AI4Cl 26 7 0 26 Apr 2024
A Practical Probabilistic Benchmark for AI Weather Models Noah D. Brenowitz Y. Cohen Jaideep Pathak Ankur Mahesh Boris Bonev Thorsten Kurth Dale Durran Peter Harrington Michael S. Pritchard 19 12 0 27 Jan 2024
DiffDA: a Diffusion Model for Weather-scale Data Assimilation Langwen Huang Lukas Gianinazzi Yuejiang Yu P. Dueben Torsten Hoefler 26 27 0 11 Jan 2024
Do AI models produce better weather forecasts than physics-based models? A quantitative evaluation case study of Storm Ciarán A. Charlton-Perez H. Dacre Simon Driscoll Suzanne L. Gray Ben Harvey ... Kieran M. R. Hunt Robert W. Lee Ranjini Swaminathan R. Vandaele Ambrogio Volonté AI4Cl 22 28 0 05 Dec 2023
Inductive biases in deep learning models for weather prediction Jannik Thümmel Matthias Karlbauer S. Otte C. Zarfl Georg Martius ... Thomas Scholten Ulrich Friedrich V. Wulfmeyer B. Goswami Martin Volker Butz AI4CE 31 4 0 06 Apr 2023
Flexible Diffusion Modeling of Long Videos William Harvey Saeid Naderiparizi Vaden Masrani Christian Weilbach Frank D. Wood DiffM BDL VGen 174 284 0 23 May 2022