Title
LanTu: Dynamics-Enhanced Deep Learning for Eddy-Resolving Ocean Forecasting Qingyu Zheng Qi Shao G. Han Wei Li Hong Li Xuan Wang AI4Cl 33 0 0 15 May 2025
LatticeVision: Image to Image Networks for Modeling Non-Stationary Spatial Data Antony Sikorski Michael Ivanitskiy Nathan Lenssen Douglas Nychka Daniel McKenzie DiffM 24 0 0 14 May 2025
FreqMoE: Dynamic Frequency Enhancement for Neural PDE Solvers Tianyu Chen Haoyi Zhou Yunshui Li Hao Wang Zhenru Zhang Tianchen Zhu Shanghang Zhang Jiashi Li 37 0 0 11 May 2025
Exploring Design Choices for Autoregressive Deep Learning Climate Models Florian Gallusser Simon Hentschel Anna Krause Andreas Hotho AI4Cl 37 0 0 05 May 2025
Learning and Transferring Physical Models through Derivatives Alessandro Trenta Andrea Cossu Davide Bacciu AI4CE 39 0 0 02 May 2025
Appa: Bending Weather Dynamics with Latent Diffusion Models for Global Data Assimilation Gérome Andry François Rozet Sacha Lewin Omer Rochman Victor Mangeleer Matthias Pirlet Elise Faulx Marilaure Grégoire Gilles Louppe AI4Cl 66 1 0 25 Apr 2025
Democracy of AI Numerical Weather Models: An Example of Global Forecasting with FourCastNetv2 Made by a University Research Lab Using GPU Iman Khadir Shane Stevenson Henry Li Kyle Krick Abram Burrows David Hall Stan Posey Samuel S.P. Shen 15 0 0 23 Apr 2025
How to systematically develop an effective AI-based bias correction model? Xiao Zhou Yuze Sun Jie Wu Xiaomeng Huang AI4Cl 34 0 0 21 Apr 2025
A Physics-guided Multimodal Transformer Path to Weather and Climate Sciences Jing Han Hanting Chen Kai Han X. Huang Yongyun Hu Wenjun Xu Dacheng Tao Ping Zhang AI4CE 39 0 0 19 Apr 2025
Towards scientific machine learning for granular material simulations -- challenges and opportunities Marc Fransen Andreas Fürst D. Tunuguntla Daniel N. Wilke Benedikt Alkin ... Takayuki Shuku WaiChing Sun T. Weinhart Dongwei Ye Hongyang Cheng AI4CE 34 0 0 01 Apr 2025
Improving Predictions of Convective Storm Wind Gusts through Statistical Post-Processing of Neural Weather Models Antoine Leclerc Erwan Koch Monika Feldmann D. Nerini Tom Beucler 36 0 0 31 Mar 2025
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 55 0 0 26 Mar 2025
A Spatiotemporal Radar-Based Precipitation Model for Water Level Prediction and Flood Forecasting Sakshi Dhankhar Stefan H. A. Wittek Hamidreza Eivazi Andreas Rausch 40 0 0 25 Mar 2025
FuXi-RTM: A Physics-Guided Prediction Framework with Radiative Transfer Modeling Qiusheng Huang Xiaohui Zhong Xu Fan Lei Chen Hao Li AI4TS AI4CE 49 0 0 25 Mar 2025
Offline Meteorology-Pollution Coupling Global Air Pollution Forecasting Model with Bilinear Pooling Xu Fan Yuetan Lin Bing Gong Yiming Li OffRL AI4CE 44 0 0 24 Mar 2025
Thermalizer: Stable autoregressive neural emulation of spatiotemporal chaos Chris Pedersen L. Zanna Joan Bruna 50 1 0 24 Mar 2025
HyperNOs: Automated and Parallel Library for Neural Operators Research Massimiliano Ghiotto 46 0 0 23 Mar 2025
Enhancing Fourier Neural Operators with Local Spatial Features Chaoyu Liu Davide Murari Chris Budd Lihao Liu Carola-Bibiane Schönlieb AI4CE 44 0 0 22 Mar 2025
Learning Distributions of Complex Fluid Simulations with Diffusion Graph Networks Mario Lino Tobias Pfaff Nils Thuerey DiffM AI4CE 47 3 0 19 Mar 2025
CNCast: Leveraging 3D Swin Transformer and DiT for Enhanced Regional Weather Forecasting Hongli Liang Yuanting Zhang Qingye Meng Shuangshuang He Xingyuan Yuan 51 0 0 16 Mar 2025
Probabilistic Forecasting for Dynamical Systems with Missing or Imperfect Data Siddharth Rout Eldad Haber Stéphane Gaudreault AI4TS AI4CE 67 0 0 15 Mar 2025
Spatio-temporal Fourier Transformer (StFT) for Long-term Dynamics Prediction Da Long Shandian Zhe Samuel Williams L. Oliker Zhe Bai AI4TS AI4CE 44 0 0 14 Mar 2025
XAI4Extremes: An interpretable machine learning framework for understanding extreme-weather precursors under climate change Jiawen Wei Aniruddha Bora Vivek Oommen Chenyu Dong Juntao Yang Jeff Adie Chen Chen Simon See George Karniadakis G. Mengaldo AI4Cl 68 0 0 11 Mar 2025
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
Dynamical Diffusion: Learning Temporal Dynamics with Diffusion Models Xingzhuo Guo Yu Zhang Baixu Chen Haoran Xu Jianmin Wang Mingsheng Long DiffM AI4TS 43 1 0 02 Mar 2025
CirT: Global Subseasonal-to-Seasonal Forecasting with Geometry-inspired Transformer Yang Liu Zinan Zheng Jiashun Cheng Fugee Tsung Deli Zhao Yu Rong Jiajun Li 86 1 0 27 Feb 2025
BeamVQ: Beam Search with Vector Quantization to Mitigate Data Scarcity in Physical Spatiotemporal Forecasting Weiyan Wang Xingjian Shi Ruiqi Shu Yuan Gao Rui Chen ... Shuaipeng Li Yangyu Tao Di Wang Hao Wu Xiaomeng Huang 64 0 0 26 Feb 2025
ClimateLLM: Efficient Weather Forecasting via Frequency-Aware Large Language Models Shixuan Li Wei Yang Peiyu Zhang Xiongye Xiao Defu Cao Yuehan Qin Xuzhi Zhang Yue Zhao Paul Bogdan 87 1 0 16 Feb 2025
AtmosSci-Bench: Evaluating the Recent Advance of Large Language Model for Atmospheric Science Chenyue Li Wen Deng Mengqian Lu Binhang Yuan ELM AI4Cl LRM 90 0 0 03 Feb 2025
MatrixNet: Learning over symmetry groups using learned group representations Lucas Laird Circe Hsu Asilata Bapat Robin Walters AI4CE 45 0 0 17 Jan 2025
DynST: Dynamic Sparse Training for Resource-Constrained Spatio-Temporal Forecasting Hao Wu Haomin Wen Guibin Zhang Yutong Xia Kai Wang Keli Zhang Yu Zheng Kun Wang 68 2 0 17 Jan 2025
Stochastic Process Learning via Operator Flow Matching Yaozhong Shi Zachary E. Ross D. Asimaki Kamyar Azizzadenesheli 52 1 0 10 Jan 2025
Analogue Forecast System for Daily Precipitation Prediction Using Autoencoder Feature Extraction: Application in Hong Kong Yee Chun Tsoi Yu Ting Kwok Ming Chun Lam Wai Kin Wong 31 0 0 06 Jan 2025
Ultrasound Lung Aeration Map via Physics-Aware Neural Operators Jiayun Wang Oleksii Ostras Masashi Sode Bahareh Tolooshams Zongyi Li Kamyar Azizzadenesheli Gianmarco Pinton Anima Anandkumar 38 1 0 03 Jan 2025
Evidential Deep Learning for Probabilistic Modelling of Extreme Storm Events Ayush Khot Xihaier Luo Ai Kagawa Shinjae Yoo EDL BDL 81 0 0 18 Dec 2024
Self-attentive Transformer for Fast and Accurate Postprocessing of Temperature and Wind Speed Forecasts Aaron Van Poecke Tobias Sebastian Finn Ruoke Meng Joris Van den Bergh Geert Smet Jonathan Demaeyer Piet Termonia Hossein Tabari Peter Hellinckx 82 0 0 18 Dec 2024
Data-Efficient Inference of Neural Fluid Fields via SciML Foundation Model Yuqiu Liu Jingxuan Xu Mauricio Soroco Yunchao Wei Wuyang Chen AI4CE 84 2 0 18 Dec 2024
A physics-informed transformer neural operator for learning generalized solutions of initial boundary value problems Sumanth Kumar Boya Deepak Subramani AI4CE 96 0 0 12 Dec 2024
Self-Supervised Learning with Probabilistic Density Labeling for Rainfall Probability Estimation Junha Lee Sojung An Sujeong You Namik Cho 78 0 0 08 Dec 2024
On the Boundary Feasibility for PDE Control with Neural Operators Hanjiang Hu Changliu Liu AI4CE 75 1 0 23 Nov 2024
What You See is Not What You Get: Neural Partial Differential Equations and The Illusion of Learning Arvind Mohan Ashesh Chattopadhyay Jonah Miller 102 0 0 22 Nov 2024
Global spatio-temporal downscaling of ERA5 precipitation through generative AI Luca Glawion Julius Polz Harald Kunstmann Benjamin Fersch Christian Chwala AI4Cl 113 0 0 22 Nov 2024
NeuralDEM -- Real-time Simulation of Industrial Particulate Flows Benedikt Alkin Tobias Kronlachner Samuele Papa Stefan Pirker Thomas Lichtenegger Johannes Brandstetter PINN AI4CE 57 1 1 14 Nov 2024
When are dynamical systems learned from time series data statistically accurate? Jeongjin Park Nicole Yang Nisha Chandramoorthy AI4TS 36 4 0 09 Nov 2024
A Monte Carlo Framework for Calibrated Uncertainty Estimation in Sequence Prediction Qidong Yang Weicheng Zhu Joseph Keslin L. Zanna Tim G. J. Rudner Carlos Fernandez-Granda BDL UQCV AI4TS 46 0 0 30 Oct 2024
Online Test of a Neural Network Deep Convection Parameterization in ARP-GEM1 Blanka Balogh David Saint-Martin Olivier Geoffroy 24 0 0 29 Oct 2024
Modulated Adaptive Fourier Neural Operators for Temporal Interpolation of Weather Forecasts Jussi Leinonen Boris Bonev Thorsten Kurth Y. Cohen 30 0 0 24 Oct 2024
Prototype-Based Methods in Explainable AI and Emerging Opportunities in the Geosciences Anushka Narayanan Karianne J. Bergen 31 1 0 22 Oct 2024
On conditional diffusion models for PDE simulations Aliaksandra Shysheya Cristiana-Diana Diaconu Federico Bergamin P. Perdikaris José Miguel Hernández-Lobato Richard E. Turner Emile Mathieu DiffM 31 5 0 21 Oct 2024
Can AI weather models predict out-of-distribution gray swan tropical cyclones? Y. Qiang Sun P. Hassanzadeh Mohsen Zand A. Chattopadhyay J. Weare D. Abbot 38 7 0 19 Oct 2024