Title
WeatherBench Probability: A benchmark dataset for probabilistic medium-range weather forecasting along with deep learning baseline models Sagar Garg S. Rasp Nils Thuerey 24 22 0 02 May 2022
An empirical study of the effect of background data size on the stability of SHapley Additive exPlanations (SHAP) for deep learning models Han Yuan Mingxuan Liu Lican Kang Chenkui Miao Ying Wu FAtt 21 8 0 24 Apr 2022
A Machine Learning Tutorial for Operational Meteorology, Part I: Traditional Machine Learning Randy J. Chase David R. Harrison Amanda L. Burke G. Lackmann A. McGovern AI4CE 23 41 0 15 Apr 2022
Diagnosing and Fixing Manifold Overfitting in Deep Generative Models G. Loaiza-Ganem Brendan Leigh Ross Jesse C. Cresswell Anthony L. Caterini GAN DRL 22 28 0 14 Apr 2022
A high-resolution canopy height model of the Earth Nico Lang W. Jetz Konrad Schindler Jan Dirk Wegner 32 261 0 13 Apr 2022
Machine Learning and Deep Learning -- A review for Ecologists Maximilian Pichler F. Hartig 47 127 0 11 Apr 2022
A Generative Deep Learning Approach to Stochastic Downscaling of Precipitation Forecasts L. Harris Andrew T. T. McRae Matthew Chantry P. Dueben T. Palmer 32 106 0 05 Apr 2022
A 23 MW data centre is all you need Samuel Albanie Dylan Campbell João F. Henriques 18 0 0 31 Mar 2022
Traffic4cast at NeurIPS 2021 -- Temporal and Spatial Few-Shot Transfer Learning in Gridded Geo-Spatial Processes Christian Eichenberger M. Neun Henry Martin Pedro Herruzo M. Spanring ... Fei Tang A. Gruca Michael K Kopp David P. Kreil Sepp Hochreiter 48 19 0 31 Mar 2022
Photographic Visualization of Weather Forecasts with Generative Adversarial Networks C. Sigg Flavia Cavallaro Tobias Günther Martin R. Oswald 11 0 0 29 Mar 2022
Addressing Missing Sources with Adversarial Support-Matching T. Kehrenberg Myles Bartlett V. Sharmanska Novi Quadrianto 13 1 0 24 Mar 2022
Increasing the accuracy and resolution of precipitation forecasts using deep generative models Ilan Price S. Rasp AI4Cl 45 50 0 23 Mar 2022
Neural network processing of holographic images John S. Schreck Gabrielle Gantos M. Hayman A. Bansemer D. Gagne 44 7 0 16 Mar 2022
Diffusion Probabilistic Modeling for Video Generation Ruihan Yang Prakhar Srivastava Stephan Mandt DiffM VGen 61 257 0 16 Mar 2022
SocialVAE: Human Trajectory Prediction using Timewise Latents Pei Xu J. Hayet Ioannis Karamouzas 17 84 0 15 Mar 2022
Seamless lightning nowcasting with recurrent-convolutional deep learning J. Leinonen U. Hamann U. Germann 31 20 0 15 Mar 2022
IAE-Net: Integral Autoencoders for Discretization-Invariant Learning Yong Zheng Ong Zuowei Shen Haizhao Yang 21 15 0 10 Mar 2022
Effective Training Strategies for Deep-learning-based Precipitation Nowcasting and Estimation Jihoon Ko Kyuhan Lee Hyun-Sun Hwang Seok-Geun Oh S. Son Kijung Shin AI4Cl 43 40 0 17 Feb 2022
Forecasting Global Weather with Graph Neural Networks R. Keisler AI4Cl 33 166 0 15 Feb 2022
Bounded nonlinear forecasts of partially observed geophysical systems with physics-constrained deep learning Said Ouala Steven L. Brunton A. Pascual Bertrand Chapron F. Collard L. Gaultier Ronan Fablet PINN AI4TS AI4CE 21 10 0 11 Feb 2022
Warmth and competence in human-agent cooperation Kevin R. McKee Xuechunzi Bai S. Fiske 37 26 0 31 Jan 2022
A Moment in the Sun: Solar Nowcasting from Multispectral Satellite Data using Self-Supervised Learning A. S. Bansal Trapit Bansal David Irwin AI4TS 25 7 0 28 Dec 2021
Efficient Wind Speed Nowcasting with GPU-Accelerated Nearest Neighbors Algorithm Arnaud Pannatier R. Picatoste Franccois Fleuret 13 4 0 20 Dec 2021
The Need for Ethical, Responsible, and Trustworthy Artificial Intelligence for Environmental Sciences A. McGovern I. Ebert‐Uphoff D. Gagne A. Bostrom 28 64 0 15 Dec 2021
Probabilistic Forecasting with Generative Networks via Scoring Rule Minimization Lorenzo Pacchiardi Rilwan A. Adewoyin P. Dueben Ritabrata Dutta AI4TS 24 21 0 15 Dec 2021
FinRL-Meta: A Universe of Near-Real Market Environments for Data-Driven Deep Reinforcement Learning in Quantitative Finance Xiao-Yang Liu Jingyang Rui Jiechao Gao Liuqing Yang Hongyang Yang Zhaoran Wang Chris Wang Jian Guo AIFin OffRL AI4CE 13 11 0 13 Dec 2021
Deep Probability Estimation Sheng Liu Aakash Kaku Weicheng Zhu M. Leibovich S. Mohan ... Haoxiang Huang L. Zanna N. Razavian Jonathan Niles-Weed C. Fernandez‐Granda UQCV OOD 28 14 0 21 Nov 2021
MS-nowcasting: Operational Precipitation Nowcasting with Convolutional LSTMs at Microsoft Weather Sylwester Klocek Haiyu Dong M. Dixon Panashe Kanengoni Najeeb Kazmi Pete Luferenko Zhongjian Lv Shikhar Sharma Jonathan A. Weyn Siqi Xiang AI4Cl 39 22 0 18 Nov 2021
Skillful Twelve Hour Precipitation Forecasts using Large Context Neural Networks L. Espeholt Shreya Agrawal C. Sønderby M. Kumar Jonathan Heek Carla Bromberg Cenk Gazen Jason Hickey Aaron Bell Nal Kalchbrenner AI4Cl 25 47 0 14 Nov 2021
Improvements to short-term weather prediction with recurrent-convolutional networks J. Leinonen AI4Cl 37 7 0 11 Nov 2021
Weighted Quantum Channel Compiling through Proximal Policy Optimization Weiyuan Gong Sicheng Jiang D. Deng 14 2 0 03 Nov 2021
Spatiotemporal Weather Data Predictions with Shortcut Recurrent-Convolutional Networks: A Solution for the Weather4cast challenge J. Leinonen 22 6 0 03 Nov 2021
Probabilistic Hierarchical Forecasting with Deep Poisson Mixtures Kin G. Olivares N. Meetei Ruijun Ma Rohan Reddy Mengfei Cao Lee Dicker AI4TS 32 24 0 25 Oct 2021
Graph-Guided Network for Irregularly Sampled Multivariate Time Series Xiang Zhang M. Zeman Theodoros Tsiligkaridis Marinka Zitnik MLAU AI4TS 40 108 0 11 Oct 2021
Short-term precipitation prediction using deep learning Guoxing Chen Wei‐Chyung Wang AI4Cl 27 30 0 05 Oct 2021
Prediction of severe thunderstorm events with ensemble deep learning and radar data Sabrina Guastavino Michele Piana Marco Tizzi F. Cassola A. Iengo D. Sacchetti Enrico Solazzo F. Benvenuto 38 31 0 20 Sep 2021
Nowcasting-Nets: Deep Neural Network Structures for Precipitation Nowcasting Using IMERG M. Ehsani Ariyan Zarei H. Gupta Kobus Barnard A. Behrangi AI4Cl 14 30 0 16 Aug 2021
TENT: Tensorized Encoder Transformer for Temperature Forecasting Onur Bilgin Paweł Mąka Thomas Vergutz S. Mehrkanoon AI4TS 30 13 0 28 Jun 2021
Generative Network-Based Reduced-Order Model for Prediction, Data Assimilation and Uncertainty Quantification Vinicius L. S. Silva Claire E. Heaney N. Nenov Christopher C. Pain AI4CE 29 3 0 28 May 2021
Accurate and Clear Precipitation Nowcasting with Consecutive Attention and Rain-map Discrimination Ashesh Buo‐Fu Chen Treng‐Shi Huang Boyo Chen Chia-Tung Chang Hsuan-Tien Lin 25 2 0 16 Feb 2021
RainNet: A Large-Scale Imagery Dataset and Benchmark for Spatial Precipitation Downscaling Xuanhong Chen Kairui Feng Naiyuan Liu Bingbing Ni Yifan Lu Zhengyan Tong Ziang Liu 27 10 0 17 Dec 2020
MetNet: A Neural Weather Model for Precipitation Forecasting C. Sønderby L. Espeholt Jonathan Heek Mostafa Dehghani Avital Oliver Tim Salimans Shreya Agrawal Jason Hickey Nal Kalchbrenner AI4Cl 237 273 0 24 Mar 2020
Transformation-based Adversarial Video Prediction on Large-Scale Data Pauline Luc Aidan Clark Sander Dieleman Diego de Las Casas Yotam Doron Albin Cassirer Karen Simonyan VGen 237 86 0 09 Mar 2020
Convolutional LSTM Network: A Machine Learning Approach for Precipitation Nowcasting Xingjian Shi Zhourong Chen Hao Wang Dit-Yan Yeung W. Wong W. Woo 239 7,921 0 13 Jun 2015