{"total":161,"rows":[{"id":"2104.00954","title":"Skillful Precipitation Nowcasting using Deep Generative Models of Radar","created":"2021-04-02","cited_by_count":311,"area":null},{"id":"2212.12794","title":"GraphCast: Learning skillful medium-range global weather forecasting","created":"2022-12-24","cited_by_count":267,"area":null},{"id":"2103.09504","title":"PredRNN: A Recurrent Neural Network for Spatiotemporal Predictive Learning","created":"2021-03-17","cited_by_count":182,"area":null},{"id":"2211.02556","title":"Pangu-Weather: A 3D High-Resolution Model for Fast and Accurate Global Weather Forecast","created":"2022-11-03","cited_by_count":166,"area":null},{"id":"2207.05833","title":"Earthformer: Exploring Space-Time Transformers for Earth System Forecasting","created":"2022-07-12","cited_by_count":152,"area":null},{"id":"2112.03558","title":"Graph Neural Controlled Differential Equations for Traffic Forecasting","created":"2021-12-07","cited_by_count":133,"area":null},{"id":"2201.11969","title":"Approximately Equivariant Networks for Imperfectly Symmetric Dynamics","created":"2022-01-28","cited_by_count":97,"area":null},{"id":"2206.12126","title":"Temporal Attention Unit: Towards Efficient Spatiotemporal Predictive Learning","created":"2022-06-24","cited_by_count":86,"area":null},{"id":"2104.00924","title":"Video Prediction Recalling Long-term Motion Context via Memory Alignment Learning","created":"2021-04-02","cited_by_count":62,"area":null},{"id":"2312.06734","title":"DiffCast: A Unified Framework via Residual Diffusion for Precipitation Nowcasting","created":"2023-12-11","cited_by_count":61,"area":null},{"id":"2402.04290","title":"CasCast: Skillful High-resolution Precipitation Nowcasting via Cascaded Modelling","created":"2024-02-06","cited_by_count":56,"area":null},{"id":"2103.02243","title":"MotionRNN: A Flexible Model for Video Prediction with Spacetime-Varying Motions","created":"2021-03-03","cited_by_count":54,"area":null},{"id":"2102.10271","title":"Meta-Learning Dynamics Forecasting Using Task Inference","created":"2021-02-20","cited_by_count":38,"area":null},{"id":"2205.13158","title":"SwinVRNN: A Data-Driven Ensemble Forecasting Model via Learned Distribution Perturbation","created":"2022-05-26","cited_by_count":32,"area":null},{"id":"2308.09891","title":"SwinLSTM:Improving Spatiotemporal Prediction Accuracy using Swin Transformer and LSTM","created":"2023-08-19","cited_by_count":32,"area":null},{"id":"2301.05191","title":"A Unified Framework for Event-based Frame Interpolation with Ad-hoc Deblurring in the Wild","created":"2023-01-12","cited_by_count":27,"area":null},{"id":"2102.06442","title":"Broad-UNet: Multi-scale feature learning for nowcasting tasks","created":"2021-02-12","cited_by_count":25,"area":null},{"id":"2310.10003","title":"Conformal Contextual Robust Optimization","created":"2023-10-16","cited_by_count":25,"area":null},{"id":"2111.06011","title":"Climate Modeling with Neural Diffusion Equations","created":"2021-11-11","cited_by_count":20,"area":null},{"id":"2212.04655","title":"MIMO Is All You Need : A Strong Multi-In-Multi-Out Baseline for Video Prediction","created":"2022-12-09","cited_by_count":17,"area":null},{"id":"2303.16198","title":"Multi-modal learning for geospatial vegetation forecasting","created":"2023-03-28","cited_by_count":16,"area":null},{"id":"2410.23159","title":"Fourier Amplitude and Correlation Loss: Beyond Using L2 Loss for Skillful Precipitation Nowcasting","created":"2024-10-30","cited_by_count":16,"area":null},{"id":"2501.06907","title":"Deep Learning and Foundation Models for Weather Prediction: A Survey","created":"2025-01-12","cited_by_count":16,"area":null},{"id":"2303.10909","title":"Graph Neural Rough Differential Equations for Traffic Forecasting","created":"2023-03-20","cited_by_count":14,"area":null},{"id":"2406.04867","title":"Deep learning for precipitation nowcasting: A survey from the perspective of time series forecasting","created":"2024-06-07","cited_by_count":14,"area":null},{"id":"2203.09303","title":"MSPred: Video Prediction at Multiple Spatio-Temporal Scales with Hierarchical Recurrent Networks","created":"2022-03-17","cited_by_count":13,"area":null},{"id":"2111.09954","title":"MS-nowcasting: Operational Precipitation Nowcasting with Convolutional LSTMs at Microsoft Weather","created":"2021-11-18","cited_by_count":12,"area":null},{"id":"2205.10195","title":"Unsupervised Flow-Aligned Sequence-to-Sequence Learning for Video Restoration","created":"2022-05-20","cited_by_count":11,"area":null},{"id":"2302.11101","title":"Learning from Predictions: Fusing Training and Autoregressive Inference for Long-Term Spatiotemporal Forecasts","created":"2023-02-22","cited_by_count":11,"area":null},{"id":"2310.05227","title":"Physics-aware Machine Learning Revolutionizes Scientific Paradigm for Machine Learning and Process-based Hydrology","created":"2023-10-08","cited_by_count":11,"area":null},{"id":"2108.06868","title":"Nowcasting-Nets: Deep Neural Network Structures for Precipitation Nowcasting Using IMERG","created":"2021-08-16","cited_by_count":10,"area":null},{"id":"2202.10555","title":"Effective Training Strategies for Deep-learning-based Precipitation Nowcasting and Estimation","created":"2022-02-17","cited_by_count":10,"area":null},{"id":"2401.09881","title":"GA-SmaAt-GNet: Generative Adversarial Small Attention GNet for Extreme Precipitation Nowcasting","created":"2024-01-18","cited_by_count":9,"area":null},{"id":"2402.13270","title":"Global Tropical Cyclone Intensity Forecasting with Multi-modal Multi-scale Causal Autoregressive Model","created":"2024-02-16","cited_by_count":9,"area":null},{"id":"2109.09791","title":"Prediction of severe thunderstorm events with ensemble deep learning and radar data","created":"2021-09-20","cited_by_count":8,"area":null},{"id":"2310.02676","title":"PostRainBench: A comprehensive benchmark and a new model for precipitation forecasting","created":"2023-10-04","cited_by_count":8,"area":null},{"id":"2107.06991","title":"Physics-informed generative neural network: an application to troposphere temperature prediction","created":"2021-07-08","cited_by_count":7,"area":null},{"id":"2111.15542","title":"Learning to Transfer for Traffic Forecasting via Multi-task Learning","created":"2021-11-27","cited_by_count":7,"area":null},{"id":"2110.05196","title":"Learning and Dynamical Models for Sub-seasonal Climate Forecasting: Comparison and Collaboration","created":"2021-09-29","cited_by_count":6,"area":null},{"id":"2106.12045","title":"Deep learning for improved global precipitation in numerical weather prediction systems","created":"2021-06-20","cited_by_count":5,"area":null},{"id":"2206.03010","title":"MS-RNN: A Flexible Multi-Scale Framework for Spatiotemporal Predictive Learning","created":"2022-06-07","cited_by_count":5,"area":null},{"id":"2206.15241","title":"Benchmark Dataset for Precipitation Forecasting by Post-Processing the Numerical Weather Prediction","created":"2022-06-30","cited_by_count":5,"area":null},{"id":"2208.01252","title":"A Novel Transformer Network with Shifted Window Cross-Attention for Spatiotemporal Weather Forecasting","created":"2022-08-02","cited_by_count":5,"area":null},{"id":"2212.02952","title":"Simple Baseline for Weather Forecasting Using Spatiotemporal Context Aggregation Network","created":"2022-12-06","cited_by_count":5,"area":null},{"id":"2212.02998","title":"Super-resolution Probabilistic Rain Prediction from Satellite Data Using 3D U-Nets and EarthFormers","created":"2022-12-06","cited_by_count":5,"area":null},{"id":"2312.11560","title":"Learning from Emergence: A Study on Proactively Inhibiting the Monosemantic Neurons of Artificial Neural Networks","created":"2023-12-17","cited_by_count":5,"area":null},{"id":"2502.14895","title":"High-Dynamic Radar Sequence Prediction for Weather Nowcasting Using Spatiotemporal Coherent Gaussian Representation","created":"2025-02-17","cited_by_count":5,"area":null},{"id":"2505.08529","title":"ExEBench: Benchmarking Foundation Models on Extreme Earth Events","created":"2025-05-13","cited_by_count":5,"area":null},{"id":"2102.03586","title":"CMS-LSTM: Context Embedding and Multi-Scale Spatiotemporal Expression LSTM for Predictive Learning","created":"2021-02-06","cited_by_count":4,"area":null},{"id":"2105.06386","title":"Loosely Conditioned Emulation of Global Climate Models With Generative Adversarial Networks","created":"2021-04-29","cited_by_count":4,"area":null},{"id":"2110.03882","title":"ModeRNN: Harnessing Spatiotemporal Mode Collapse in Unsupervised Predictive Learning","created":"2021-10-08","cited_by_count":4,"area":null},{"id":"2111.02121","title":"Spatiotemporal Weather Data Predictions with Shortcut Recurrent-Convolutional Networks: A Solution for the Weather4cast challenge","created":"2021-11-03","cited_by_count":4,"area":null},{"id":"2211.15046","title":"PCT-CycleGAN: Paired Complementary Temporal Cycle-Consistent Adversarial Networks for Radar-Based Precipitation Nowcasting","created":"2022-11-28","cited_by_count":4,"area":null},{"id":"2212.02059","title":"Region-Conditioned Orthogonal 3D U-Net for Weather4Cast Competition","created":"2022-12-05","cited_by_count":4,"area":null},{"id":"2304.07724","title":"MS-LSTM: Exploring Spatiotemporal Multiscale Representations in Video Prediction Domain","created":"2023-04-16","cited_by_count":4,"area":null},{"id":"2408.05761","title":"Personalized Federated Learning for improving radar based precipitation nowcasting on heterogeneous areas","created":"2024-08-11","cited_by_count":4,"area":null},{"id":"2412.01091","title":"DuoCast: Duo-Probabilistic Diffusion for Precipitation Nowcasting","created":"2024-12-02","cited_by_count":4,"area":null},{"id":"2509.00017","title":"Observation-guided Interpolation Using Graph Neural Networks for High-Resolution Nowcasting in Switzerland","created":"2025-08-16","cited_by_count":4,"area":null},{"id":"2102.00696","title":"Numerical Weather Forecasting using Convolutional-LSTM with Attention and Context Matcher Mechanisms","created":"2021-02-01","cited_by_count":3,"area":null},{"id":"2112.06571","title":"Extension of Convolutional Neural Network along Temporal and Vertical Directions for Precipitation Downscaling","created":"2021-12-13","cited_by_count":3,"area":null},{"id":"2210.12853","title":"Deep-Learning-Based Precipitation Nowcasting with Ground Weather Station Data and Radar Data","created":"2022-10-20","cited_by_count":3,"area":null},{"id":"2304.04664","title":"Inductive biases in deep learning models for weather prediction","created":"2023-04-06","cited_by_count":3,"area":null},{"id":"2402.10747","title":"Fully Differentiable Lagrangian Convolutional Neural Network for Physics-Informed Precipitation Nowcasting","created":"2024-02-16","cited_by_count":3,"area":null},{"id":"2103.03413","title":"Routing algorithms as tools for integrating social distancing with emergency evacuation","created":"2021-03-05","cited_by_count":2,"area":null},{"id":"2105.02585","title":"FDNet: A Deep Learning Approach with Two Parallel Cross Encoding Pathways for Precipitation Nowcasting","created":"2021-05-06","cited_by_count":2,"area":null},{"id":"2110.01035","title":"RAP-Net: Region Attention Predictive Network for Precipitation Nowcasting","created":"2021-10-03","cited_by_count":2,"area":null},{"id":"2110.12978","title":"MoDeRNN: Towards Fine-grained Motion Details for Spatiotemporal Predictive Learning","created":"2021-10-25","cited_by_count":2,"area":null},{"id":"2204.09456","title":"STAU: A SpatioTemporal-Aware Unit for Video Prediction and Beyond","created":"2022-04-20","cited_by_count":2,"area":null},{"id":"2206.04381","title":"STIP: A SpatioTemporal Information-Preserving and Perception-Augmented Model for High-Resolution Video Prediction","created":"2022-06-09","cited_by_count":2,"area":null},{"id":"2206.11669","title":"Short-range forecasts of global precipitation using deep learning-augmented numerical weather prediction","created":"2022-06-23","cited_by_count":2,"area":null},{"id":"2208.07021","title":"Pyramidal Predictive Network: A Model for Visual-frame Prediction Based on Predictive Coding Theory","created":"2022-08-15","cited_by_count":2,"area":null},{"id":"2212.11642","title":"Predictive Coding Based Multiscale Network with Encoder-Decoder LSTM for Video Prediction","created":"2022-12-22","cited_by_count":2,"area":null},{"id":"2302.04102","title":"WF-UNet: Weather Fusion UNet for Precipitation Nowcasting","created":"2023-02-08","cited_by_count":2,"area":null},{"id":"2309.05828","title":"Exploring Geometric Deep Learning For Precipitation Nowcasting","created":"2023-09-11","cited_by_count":2,"area":null},{"id":"2310.19515","title":"Transformer-based nowcasting of radar composites from satellite images for severe weather","created":"2023-10-30","cited_by_count":2,"area":null},{"id":"2402.15284","title":"Spatiotemporal Observer Design for Predictive Learning of High-Dimensional Data","created":"2024-02-23","cited_by_count":2,"area":null},{"id":"2403.18238","title":"TAFormer: A Unified Target-Aware Transformer for Video and Motion Joint Prediction in Aerial Scenes","created":"2024-03-27","cited_by_count":2,"area":null},{"id":"2405.17450","title":"The Power of Next-Frame Prediction for Learning Physical Laws","created":"2024-05-21","cited_by_count":2,"area":null},{"id":"2505.10271","title":"RainPro-8: An Efficient Deep Learning Model to Estimate Rainfall Probabilities Over 8 Hours","created":"2025-05-15","cited_by_count":2,"area":null},{"id":"2510.07953","title":"SimCast: Enhancing Precipitation Nowcasting with Short-to-Long Term Knowledge Distillation","created":"2025-10-09","cited_by_count":2,"area":null},{"id":"2605.13181","title":"Stable Attention Response for Reliable Precipitation Nowcasting","created":"2026-05-13","cited_by_count":2,"area":null},{"id":"2605.13197","title":"McCast: Memory-Guided Latent Drift Correction for Long-Horizon Precipitation Nowcasting","created":"2026-05-13","cited_by_count":2,"area":null},{"id":"2606.29855","title":"RainODE: Continuous-Time Precipitation Forecasting with Latent Neural ODEs","created":"2026-06-29","cited_by_count":2,"area":null},{"id":"2102.08175","title":"Accurate and Clear Precipitation Nowcasting with Consecutive Attention and Rain-map Discrimination","created":"2021-02-16","cited_by_count":1,"area":null},{"id":"2109.06474","title":"Space Time Recurrent Memory Network","created":"2021-09-14","cited_by_count":1,"area":null},{"id":"2110.08787","title":"PixelPyramids: Exact Inference Models from Lossless Image Pyramids","created":"2021-10-17","cited_by_count":1,"area":null},{"id":"2112.01085","title":"PTCT: Patches with 3D-Temporal Convolutional Transformer Network for Precipitation Nowcasting","created":"2021-12-02","cited_by_count":1,"area":null},{"id":"2112.10408","title":"Efficient Wind Speed Nowcasting with GPU-Accelerated Nearest Neighbors Algorithm","created":"2021-12-20","cited_by_count":1,"area":null},{"id":"2208.14919","title":"ARMA Cell: A Modular and Effective Approach for Neural Autoregressive Modeling","created":"2022-08-31","cited_by_count":1,"area":null},{"id":"2212.14160","title":"A Deep Learning Method for Real-time Bias Correction of Wind Field Forecasts in the Western North Pacific","created":"2022-12-29","cited_by_count":1,"area":null},{"id":"2301.00736","title":"Mixed moving average field guided learning for spatio-temporal data","created":"2023-01-02","cited_by_count":1,"area":null},{"id":"2302.10400","title":"An Efficient Two-stage Gradient Boosting Framework for Short-term Traffic State Estimation","created":"2023-02-21","cited_by_count":1,"area":null},{"id":"2306.10443","title":"Convolutional GRU Network for Seasonal Prediction of the El Ni\\~no-Southern Oscillation","created":"2023-06-18","cited_by_count":1,"area":null},{"id":"2307.10843","title":"Global Precipitation Nowcasting of Integrated Multi-satellitE Retrievals for GPM: A U-Net Convolutional LSTM Architecture","created":"2023-07-20","cited_by_count":1,"area":null},{"id":"2310.20187","title":"Self-Supervised Pre-Training for Precipitation Post-Processor","created":"2023-10-31","cited_by_count":1,"area":null},{"id":"2311.18398","title":"RainAI -- Precipitation Nowcasting from Satellite Data","created":"2023-11-30","cited_by_count":1,"area":null},{"id":"2402.18044","title":"SFTformer: A Spatial-Frequency-Temporal Correlation-Decoupling Transformer for Radar Echo Extrapolation","created":"2024-02-28","cited_by_count":1,"area":null},{"id":"2404.04283","title":"Translation-based Video-to-Video Synthesis","created":"2024-04-03","cited_by_count":1,"area":null},{"id":"2406.13559","title":"Solarcast-ML: Per Node GraphCast Extension for Solar Energy Production","created":"2024-06-19","cited_by_count":1,"area":null},{"id":"2406.19636","title":"Enforcing Equity in Neural Climate Emulators","created":"2024-06-28","cited_by_count":1,"area":null}],"next_cursor":"100"}