天气预报论文趋势 2023–2026

主要结论

• 天气预报论文从 2023 年的 26 篇增长到 2026 年的 158 篇，三年间扩大到约 6.1 倍。
• NeurIPS 是发天气预报论文最多的会议，2023–2026 年共 137 篇，占四个会议总量的 38%。
• 交叉方向里涨得最快的是扩散模型：同时属于两个主题的论文从 2023 年的 1 篇增至 2026 年的 13 篇。
• 在「气候与物理科学」的 5 个主题里，它的 2026 年论文数排第 2；同组增长最快的科学仿真是 4.3 倍，天气预报是 6.1 倍。

代表论文

按年份和会议均匀挑选，方便快速看到每一届的样貌

• NeurIPS 2026AdaST: Adaptive Coupling for Spatial-Temporal Forecasting
• ICML 2026Doubly Outlier-Robust Online Infinite Hidden Markov Model
• ICLR 2026ARFlow: Auto-regressive Optical Flow Estimation for Arbitrary-Length Videos via Progressive Next-Frame Forecasting
• CVPR 2026NimbusGS Unified 3D Scene Reconstruction under Hybrid Weather
• NeurIPS 2025DAWP: A framework for global observation forecasting via Data Assimilation and Weather Prediction in satellite observation space
• ICML 2025Information Bottleneck-guided MLPs for Robust Spatial-temporal Forecasting
• ICLR 2025CirT: Global Subseasonal-to-Seasonal Forecasting with Geometry-inspired Transformer
• CVPR 2025Continuous Adverse Weather Removal via Degradation-Aware Distillation
• NeurIPS 2024Off to new Shores: A Dataset & Benchmark for (near-)coastal Flood Inundation Forecasting
• ICML 2024Conformalized Adaptive Forecasting of Heterogeneous Trajectories
• ICLR 2024ClimODE: Climate and Weather Forecasting with Physics-informed Neural ODEs
• CVPR 2024HPNet: Dynamic Trajectory Forecasting with Historical Prediction Attention
• NeurIPS 2023SubseasonalClimateUSA: A Dataset for Subseasonal Forecasting and Benchmarking
• ICML 2023ClimaX: A foundation model for weather and climate
• ICLR 2023Compressing multidimensional weather and climate data into neural networks
• CVPR 2023Trajectory-Aware Body Interaction Transformer for Multi-Person Pose Forecasting
• NeurIPS 2026AirMPA: A Meteorology-to-Pollution Adapter for Global Air Quality Forecasting
• ICML 2026Lightweight and Interpretable Transformer via Unrolling of Mixed Graph Algorithms for Traffic Forecast
• ICLR 2026TianQuan-S2S: A Subseasonal-to-Seasonal Global Weather Model via Incorporate Climatology State
• CVPR 2026STCast Adaptive Boundary Alignment for Global and Regional Weather Forecasting

全部天气预报论文

共 29 篇，第 1 / 1 页

1. NeurIPS 2024Are Language Models Actually Useful for Time Series Forecasting?
2. NeurIPS 2024Are Self-Attentions Effective for Time Series Forecasting?
3. NeurIPS 2024AutoTimes: Autoregressive Time Series Forecasters via Large Language Models
4. NeurIPS 2024CycleNet: Enhancing Time Series Forecasting through Modeling Periodic Patterns
5. NeurIPS 2024DDN: Dual-domain Dynamic Normalization for Non-stationary Time Series Forecasting
6. NeurIPS 2024DeformableTST: Transformer for Time Series Forecasting without Over-reliance on Patching
7. NeurIPS 2024DeMo: Decoupling Motion Forecasting into Directional Intentions and Dynamic States
8. NeurIPS 2024ElasTST: Towards Robust Varied-Horizon Forecasting with Elastic Time-Series Transformer
9. NeurIPS 2024FilterNet: Harnessing Frequency Filters for Time Series Forecasting
10. NeurIPS 2024FNP: Fourier Neural Processes for Arbitrary-Resolution Data Assimilation
11. NeurIPS 2024From Similarity to Superiority: Channel Clustering for Time Series Forecasting
12. NeurIPS 2024Generalizing Weather Forecast to Fine-grained Temporal Scales via Physics-AI Hybrid Modeling
13. NeurIPS 2024Introducing Spectral Attention for Long-Range Dependency in Time Series Forecasting
14. NeurIPS 2024Job-SDF: A Multi-Granularity Dataset for Job Skill Demand Forecasting and Benchmarking
15. NeurIPS 2024Multivariate Probabilistic Time Series Forecasting with Correlated Errors
16. NeurIPS 2024Off to new Shores: A Dataset & Benchmark for (near-)coastal Flood Inundation Forecasting
17. NeurIPS 2024On conditional diffusion models for PDE simulations
18. NeurIPS 2024Parsimony or Capability? Decomposition Delivers Both in Long-term Time Series Forecasting
19. NeurIPS 2024Personalized Adapter for Large Meteorology Model on Devices: Towards Weather Foundation Models
20. NeurIPS 2024Probabilistic Weather Forecasting with Hierarchical Graph Neural Networks
21. NeurIPS 2024ProbTS: Benchmarking Point and Distributional Forecasting across Diverse Prediction Horizons
22. NeurIPS 2024Rethinking Fourier Transform from A Basis Functions Perspective for Long-term Time Series Forecasting
23. NeurIPS 2024Rethinking the Power of Timestamps for Robust Time Series Forecasting: A Global-Local Fusion Perspective
24. NeurIPS 2024Scaling transformer neural networks for skillful and reliable medium-range weather forecasting
25. NeurIPS 2024Sequential Probability Assignment with Contexts: Minimax Regret, Contextual Shtarkov Sums, and Contextual Normalized Maximum Likelihood
26. NeurIPS 2024SOFTS: Efficient Multivariate Time Series Forecasting with Series-Core Fusion
27. NeurIPS 2024Space-Time Continuous PDE Forecasting using Equivariant Neural Fields
28. NeurIPS 2024Structured Matrix Basis for Multivariate Time Series Forecasting with Interpretable Dynamics
29. NeurIPS 2024TimeXer: Empowering Transformers for Time Series Forecasting with Exogenous Variables

常见问题

2023–2026 年四大会议一共有多少篇天气预报论文？

共 356 篇，按年份分别是 2023 年 26 篇、2024 年 77 篇、2025 年 95 篇、2026 年 158 篇。

NeurIPS 2026 有多少篇天气预报论文？

NeurIPS 2026 有 61 篇天气预报论文，上一届是 37 篇。

ICLR 2026 有多少篇天气预报论文？

ICLR 2026 有 34 篇天气预报论文，上一届是 22 篇。

ICML 2026 有多少篇天气预报论文？

ICML 2026 有 52 篇天气预报论文，上一届是 29 篇。

CVPR 2026 有多少篇天气预报论文？

CVPR 2026 有 11 篇天气预报论文，上一届是 7 篇。

哪个会议的天气预报论文最多？

NeurIPS，2023–2026 年共 137 篇。