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 356 篇，第 1 / 8 页

1. CVPR 2026AutoTraces Autoregressive Trajectory Forecasting via Multimodal Large Language Models
2. CVPR 2026C-LaV Conditional Latent Velocity Field Denoising for Weather-Robust LiDAR Place
3. CVPR 2026Forecasting 3D Scanpaths in Egocentric Video
4. CVPR 2026Generative Point Tracking and Forecasting
5. CVPR 2026IntrinsicWeather Controllable Weather Editing in Intrinsic Space
6. CVPR 2026NimbusGS Unified 3D Scene Reconstruction under Hybrid Weather
7. CVPR 2026PhyOceanCast Global Ocean Forecasting with Physics-Informed Diffusion
8. CVPR 2026Point4Cast Streaming Dynamic Scene Reconstruction and Forecasting
9. CVPR 2026Probabilistic Precipitation Nowcasting with Rectified Flow Transformers
10. CVPR 2026STCast Adaptive Boundary Alignment for Global and Regional Weather Forecasting
11. CVPR 2026WeatherCity Urban Scene Reconstruction with Controllable Multi-Weather Transformation
12. ICLR 2026A General Spatio-Temporal Backbone with Scalable Contextual Pattern Bank for Urban Continual Forecasting
13. ICLR 2026ARFlow: Auto-regressive Optical Flow Estimation for Arbitrary-Length Videos via Progressive Next-Frame Forecasting
14. ICLR 2026ARROW: An Adaptive Rollout and Routing Method for Global Weather Forecasting
15. ICLR 2026CPiRi: Channel Permutation-Invariant Relational Interaction for Multivariate Time Series Forecasting
16. ICLR 2026DeepPrim: a Physics-Driven 3D Short-term Weather Forecaster via Primitive Equation Learning
17. ICLR 2026DistDF: Time-series Forecasting Needs Joint-distribution Wasserstein Alignment
18. ICLR 2026Enhancing Multivariate Time Series Forecasting with Global Temporal Retrieval
19. ICLR 2026Extreme Weather Nowcasting via Local Precipitation Pattern Prediction
20. ICLR 2026FACT: Fine-grained Across-variable Convolution for Multivariate Time Series Forecasting
21. ICLR 2026FlowCast: Trajectory Forecasting for Scalable Zero-Cost Speculative Flow Matching
22. ICLR 2026From Samples to Scenarios: A New Paradigm for Probabilistic Forecasting
23. ICLR 2026GCGNet: Graph-Consistent Generative Network for Time Series Forecasting with Exogenous Variables
24. ICLR 2026Improving Extreme Wind Prediction with Frequency-Informed Learning
25. ICLR 2026Language in the Flow of Time: Time-Series-Paired Texts Weaved into a Unified Temporal Narrative
26. ICLR 2026Learning Recursive Multi-Scale Representations for Irregular Multivariate Time Series Forecasting
27. ICLR 2026Local Geometry Attention for Time Series Forecasting under Realistic Corruptions
28. ICLR 2026MixLinear: Extreme Low Resource Multivariate Time Series Forecasting with $0.1K$ Parameters
29. ICLR 2026MMPD: Diverse Time Series Forecasting via Multi-Mode Patch Diffusion Loss
30. ICLR 2026Numerion: A Multi-Hypercomplex Model for Time Series Forecasting
31. ICLR 2026PMDformer: Patch-Mean Decoupling Transformer for Long-term Forecasting
32. ICLR 2026ProtoTS: Learning Hierarchical Prototypes for Explainable Time Series Forecasting
33. ICLR 2026RainPro-8: An Efficient Deep Learning Model to Estimate Rainfall Probabilities Over 8 Hours
34. ICLR 2026ResCP: Reservoir Conformal Prediction for Time Series Forecasting
35. ICLR 2026Routing Channel-Patch Dependencies in Time Series Forecasting with Graph Spectral Decomposition
36. ICLR 2026Semantic-Enhanced Time-Series Forecasting via Large Language Models
37. ICLR 2026STORM: Synergistic Cross-Scale Spatio-Temporal Modeling for Weather Forecasting
38. ICLR 2026Tackling Time-Series Forecasting Generalization via Mitigating Concept Drift
39. ICLR 2026TEDM: Time Series Forecasting with Elucidated Diffusion Models
40. ICLR 2026The Forecast After the Forecast: A Post-Processing Shift in Time Series
41. ICLR 2026TianQuan-S2S: A Subseasonal-to-Seasonal Global Weather Model via Incorporate Climatology State
42. ICLR 2026TimeRecipe: A Time-Series Forecasting Recipe via Benchmarking Module Level Effectiveness
43. ICLR 2026Towards Generalizable PDE Dynamics Forecasting via Physics-Guided Invariant Learning
44. ICLR 2026UNDERSTANDING TRANSFORMERS FOR TIME SEIRES FORECASTING: A CASE STUDY ON MOIRAI
45. ICLR 2026Zero-shot Forecasting by Simulation Alone
46. ICML 2026(Sparse) Attention to the Details: Preserving Spectral Fidelity in ML-based Weather Forecasting Models
47. ICML 2026Anti-Aliasing Matters: A Dynamic Network for Time Series Forecasting
48. ICML 2026Baguan-TS: dual in-context learning model for time series forecasting with covariates
49. ICML 2026Benchmarking Physics-Informed Time-Series Models for Operational Global Station Weather Forecasting
50. ICML 2026Beyond Extrapolation: Knowledge Utilization Paradigm with Bidirectional Inspiration for Time Series Forecasting

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。