Title
On the Challenges and Opportunities in Generative AI Laura Manduchi Kushagra Pandey Robert Bamler Ryan Cotterell Sina Daubener ... F. Wenzel Frank Wood Stephan Mandt Vincent Fortuin Vincent Fortuin 56 17 0 28 Feb 2024
SRNDiff: Short-term Rainfall Nowcasting with Condition Diffusion Model Xudong Ling Chaorong Li Fengqing Qin Peng Yang Yuanyuan Huang DiffM AI4Cl 45 5 0 21 Feb 2024
Two-stage Rainfall-Forecasting Diffusion Model Xudong Ling Chaorong Li Fengqing Qin Lihong Zhu Yuanyuan Huang DiffM 19 5 0 20 Feb 2024
Fully Differentiable Lagrangian Convolutional Neural Network for Continuity-Consistent Physics-Informed Precipitation Nowcasting Peter Pavlík Martin Výboh Anna Bou Ezzeddine Viera Rozinajová BDL 19 1 0 16 Feb 2024
CasCast: Skillful High-resolution Precipitation Nowcasting via Cascaded Modelling Junchao Gong Lei Bai Peng Ye Wanghan Xu Na Liu Jianhua Dai Xiaokang Yang Wanli Ouyang AI4Cl 53 10 0 06 Feb 2024
GA-SmaAt-GNet: Generative Adversarial Small Attention GNet for Extreme Precipitation Nowcasting Eloy Reulen S. Mehrkanoon 34 3 0 18 Jan 2024
Nonlinear functional regression by functional deep neural network with kernel embedding Zhongjie Shi Jun Fan Linhao Song Ding-Xuan Zhou Johan A. K. Suykens 65 5 0 05 Jan 2024
GenCast: Diffusion-based ensemble forecasting for medium-range weather Ilan Price Alvaro Sanchez-Gonzalez Ferran Alet Tom R. Andersson Andrew El-Kadi ... Jacklynn Stott Shakir Mohamed Peter W. Battaglia Rémi R. Lam Matthew Willson 39 112 0 25 Dec 2023
Towards an end-to-end artificial intelligence driven global weather forecasting system Kun Chen Lei Bai Fenghua Ling Peng Ye Tao Chen ... Hao Chen Yi Xiao Kang Chen Tao Han Wanli Ouyang AI4Cl 21 16 0 18 Dec 2023
Deep Generative Models for Detector Signature Simulation: A Taxonomic Review Baran Hashemi Claudius Krause 35 16 0 15 Dec 2023
DiffCast: A Unified Framework via Residual Diffusion for Precipitation Nowcasting Demin Yu Xutao Li Yunming Ye Baoquan Zhang Chuyao Luo Kuai Dai Rui Wang Xunlai Chen 43 21 0 11 Dec 2023
Precipitation Downscaling with Spatiotemporal Video Diffusion Prakhar Srivastava Ruihan Yang Gavin Kerrigan Gideon Dresdner Jeremy McGibbon Christopher S. Bretherton Stephan Mandt DiffM 56 3 0 11 Dec 2023
Deterministic Guidance Diffusion Model for Probabilistic Weather Forecasting Donggeun Yoon Minseok Seo Do-Yun Kim Yeji Choi Donghyeon Cho DiffM 36 6 0 05 Dec 2023
Foundation Models for Weather and Climate Data Understanding: A Comprehensive Survey Shengchao Chen Guodong Long Jing Jiang Dikai Liu Chengqi Zhang SyDa AI4CE 54 24 0 05 Dec 2023
RainAI -- Precipitation Nowcasting from Satellite Data Rafael Pablos-Sarabia Joachim Nyborg Morten Birk Ira Assent 36 0 0 30 Nov 2023
PAUNet: Precipitation Attention-based U-Net for rain prediction from satellite radiance data P. J. Reddy Harish Baki Sandeep Chinta Richard Matear John Taylor 22 0 0 30 Nov 2023
SAIBench: A Structural Interpretation of AI for Science Through Benchmarks Yatao Li Jianfeng Zhan 26 0 0 29 Nov 2023
Skilful Precipitation Nowcasting Using NowcastNet Ajitabh Kumar AI4Cl 14 0 0 29 Nov 2023
Challenges in data-based geospatial modeling for environmental research and practice Diana Koldasbayeva P. Tregubova M. Gasanov Alexey Zaytsev Anna Petrovskaia E. Burnaev AI4CE 35 1 0 18 Nov 2023
Towards Climate Variable Prediction with Conditioned Spatio-Temporal Normalizing Flows Christina Winkler David Rolnick 32 0 0 12 Nov 2023
Transformer-based nowcasting of radar composites from satellite images for severe weather Çaglar Küçük Apostolos Giannakos Stefan Schneider Alexander Jann 43 4 0 30 Oct 2023
Stochastic Latent Transformer: Efficient Modelling of Stochastically Forced Zonal Jets Ira J. S. Shokar R. Kerswell Peter H. Haynes 29 3 0 25 Oct 2023
Machine Learning Estimation of Maximum Vertical Velocity from Radar Randy J. Chase Amy McGovern Cameron Homeyer Peter Marinescu Corey K. Potvin 22 0 0 13 Oct 2023
Semi-Supervised End-To-End Contrastive Learning For Time Series Classification Hui Cai Xiang Zhang Xiaofeng Liu AI4TS 37 0 0 13 Oct 2023
Generative ensemble deep learning severe weather prediction from a deterministic convection-allowing model Yingkai Sha Ryan Sobash David John Gagne 27 0 0 09 Oct 2023
WeatherGNN: Exploiting Meteo- and Spatial-Dependencies for Local Numerical Weather Prediction Bias-Correction Binqing Wu Weiqiu Chen Wengwei Wang Bingqing Peng Liang Sun Ling Chen 20 5 0 09 Oct 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 37 18 0 19 Sep 2023
Exploring Geometric Deep Learning For Precipitation Nowcasting Shan Zhao Sudipan Saha Zhitong Xiong Niklas Boers Xiaoxiang Zhu 17 1 0 11 Sep 2023
Interpolation of mountain weather forecasts by machine learning Kazuma Iwase T. Takenawa 33 0 0 27 Aug 2023
AtmoRep: A stochastic model of atmosphere dynamics using large scale representation learning C. Lessig Ilaria Luise Bing Gong M. Langguth S. Stadtler Martin G. Schultz 15 29 0 25 Aug 2023
Precipitation nowcasting with generative diffusion models Andrea Asperti Fabio Merizzi Alberto Paparella G. Pedrazzi M. Angelinelli Stefano Colamonaco DiffM 43 19 0 13 Aug 2023
Global Precipitation Nowcasting of Integrated Multi-satellitE Retrievals for GPM: A U-Net Convolutional LSTM Architecture Reyhaneh Rahimi Praveen Ravirathinam A. Ebtehaj A. Behrangi J. Tan Vipin Kumar AI4Cl 34 4 0 20 Jul 2023
Intelligent model for offshore China sea fog forecasting Yanfei Xiang Qinghong Zhang Mingqing Wang Rui Xia Y. Kong Xiaomeng Huang 15 1 0 20 Jul 2023
PreDiff: Precipitation Nowcasting with Latent Diffusion Models Zhihan Gao Xingjian Shi Boran Han Hongya Wang Xiaoyong Jin Danielle C. Maddix Yi Zhu Mu Li Bernie Wang BDL DiffM 48 58 0 19 Jul 2023
Glamour muscles: why having a body is not what it means to be embodied Shawn L. E. Beaulieu Sam Kriegman AI4CE 32 0 0 17 Jul 2023
ClimateLearn: Benchmarking Machine Learning for Weather and Climate Modeling Tung Nguyen Jason Jewik Hritik Bansal Prakhar Sharma Aditya Grover AI4Cl AI4CE 36 30 0 04 Jul 2023
Variational principle to regularize machine-learned density functionals: the non-interacting kinetic-energy functional Pablo Del Mazo-Sevillano J. Hermann 22 12 0 30 Jun 2023
Requirements for Explainability and Acceptance of Artificial Intelligence in Collaborative Work Sabine Theis Sophie F. Jentzsch Fotini Deligiannaki C. Berro A. Raulf C. Bruder 31 8 0 27 Jun 2023
SkyGPT: Probabilistic Short-term Solar Forecasting Using Synthetic Sky Videos from Physics-constrained VideoGPT Yuhao Nie E. Zelikman Andea Scott Quentin Paletta A. Brandt 51 3 0 20 Jun 2023
Score-based Data Assimilation François Rozet Gilles Louppe 48 32 0 18 Jun 2023
Convolutional GRU Network for Seasonal Prediction of the El Niño-Southern Oscillation Lingda Wang Savana Ammons V. M. Hur Ryan Sriver Zhizhen Zhao AI4Cl 26 2 0 18 Jun 2023
Scaling Spherical CNNs Carlos Esteves Jean-Jacques E. Slotine A. Makadia GNN LRM 27 14 0 08 Jun 2023
DYffusion: A Dynamics-informed Diffusion Model for Spatiotemporal Forecasting Salva Rühling Cachay Bo Zhao Hailey James Rose Yu DiffM AI4TS 34 57 0 03 Jun 2023
Hierarchical Partitioning Forecaster Christopher Mattern AI4TS 17 0 0 22 May 2023
Verification against in-situ observations for Data-Driven Weather Prediction Vivek Ramavajjala Peetak Mitra 21 4 0 28 Apr 2023
Latent diffusion models for generative precipitation nowcasting with accurate uncertainty quantification J. Leinonen U. Hamann D. Nerini U. Germann Gabriele Franch DiffM 28 55 0 25 Apr 2023
MS-LSTM: Exploring Spatiotemporal Multiscale Representations in Video Prediction Domain Zhifeng Ma Hao Zhang Jie Liu 25 7 0 16 Apr 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 48 6 0 06 Apr 2023
Queer In AI: A Case Study in Community-Led Participatory AI AI OrganizersOfQueerin : Anaelia Ovalle Arjun Subramonian Ashwin Singh ... Evyn Dǒng Jackie Kay Manu Saraswat Nikhil Vytla Luke Stark 21 47 0 29 Mar 2023
A Machine Learning Outlook: Post-processing of Global Medium-range Forecasts Shreya Agrawal Rob Carver Cenk Gazen E. Maddy V. Krasnopolsky Carla Bromberg Zack Ontiveros Tyler Russell Jason Hickey S. Boukabara AI4Cl 13 7 0 28 Mar 2023