天气预报论文趋势 2023–2026
数值天气与 AI
统计范围:NeurIPS、ICLR、ICML、CVPR 四个会议,2023–2026 年,共 356 篇被归入该主题的论文。
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。
各会议论文数
按年份和会议统计
| 年份 | NeurIPS | ICLR | ICML | CVPR | 合计 |
|---|---|---|---|---|---|
| 2023 | 10 | 7 | 4 | 5 | 26 |
| 2024 | 29 | 16 | 24 | 8 | 77 |
| 2025 | 37 | 22 | 29 | 7 | 95 |
| 2026 | 61 | 34 | 52 | 11 | 158 |
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 5 / 8 页
- ICML 2025Linear Transformers as VAR Models: Aligning Autoregressive Attention Mechanisms with Autoregressive Forecasting
- ICML 2025Non-stationary Diffusion For Probabilistic Time Series Forecasting
- ICML 2025OneForecast: A Universal Framework for Global and Regional Weather Forecasting
- ICML 2025Patch-wise Structural Loss for Time Series Forecasting
- ICML 2025Relational Conformal Prediction for Correlated Time Series
- ICML 2025Shifting Time: Time-series Forecasting with Khatri-Rao Neural Operators
- ICML 2025SKOLR: Structured Koopman Operator Linear RNN for Time-Series Forecasting
- ICML 2025TCP-Diffusion: A Multi-modal Diffusion Model for Global Tropical Cyclone Precipitation Forecasting with Change Awareness
- ICML 2025Temporal Query Network for Efficient Multivariate Time Series Forecasting
- ICML 2025TimeBridge: Non-Stationarity Matters for Long-term Time Series Forecasting
- ICML 2025TimeFilter: Patch-Specific Spatial-Temporal Graph Filtration for Time Series Forecasting
- ICML 2025TimeStacker: A Novel Framework with Multilevel Observation for Capturing Nonstationary Patterns in Time Series Forecasting
- ICML 2025Training Flexible Models of Genetic Variant Effects from Functional Annotations using Accelerated Linear Algebra
- ICML 2025WAVE: Weighted Autoregressive Varying Gate for Time Series Forecasting
- ICML 2025When Will It Fail?: Anomaly to Prompt for Forecasting Future Anomalies in Time Series
- ICML 2025Winner-takes-all for Multivariate Probabilistic Time Series Forecasting
- NeurIPS 2025AliO: Output Alignment Matters in Long-Term Time Series Forecasting
- NeurIPS 2025Bubbleformer: Forecasting Boiling with Transformers
- NeurIPS 2025Conformal Prediction for Time-series Forecasting with Change Points
- NeurIPS 2025DAWP: A framework for global observation forecasting via Data Assimilation and Weather Prediction in satellite observation space
- NeurIPS 2025DBLoss: Decomposition-based Loss Function for Time Series Forecasting
- NeurIPS 2025DecompNet: Enhancing Time Series Forecasting Models with Implicit Decomposition
- NeurIPS 2025Elucidated Rolling Diffusion Models for Probabilistic Forecasting of Complex Dynamics
- NeurIPS 2025Enhancing the Maximum Effective Window for Long-Term Time Series Forecasting
- NeurIPS 2025Eulerian Neural Network Informed by Chemical Transport for Air Quality Forecasting
- NeurIPS 2025FlowMixer: A Depth-Agnostic Neural Architecture for Interpretable Spatiotemporal Forecasting
- NeurIPS 2025FuXi-Ocean: A Global Ocean Forecasting System with Sub-Daily Resolution
- NeurIPS 2025Gaze Beyond the Frame: Forecasting Egocentric 3D Visual Span
- NeurIPS 2025How Different from the Past? Spatio-Temporal Time Series Forecasting with Self-Supervised Deviation Learning
- NeurIPS 2025Improving Time Series Forecasting via Instance-aware Post-hoc Revision
- NeurIPS 2025Learning Pattern-Specific Experts for Time Series Forecasting Under Patch-level Distribution Shift
- NeurIPS 2025Learning to Factorize Spatio-Temporal Foundation Models
- NeurIPS 2025Less but More: Linear Adaptive Graph Learning Empowering Spatiotemporal Forecasting
- NeurIPS 2025LoRA-EnVar: Parameter-Efficient Hybrid Ensemble Variational Assimilation for Weather Forecasting
- NeurIPS 2025Mesh Interpolation Graph Network for Dynamic and Spatially Irregular Global Weather Forecasting
- NeurIPS 2025Multi-Modal View Enhanced Large Vision Models for Long-Term Time Series Forecasting
- NeurIPS 2025Not All Data are Good Labels: On the Self-supervised Labeling for Time Series Forecasting
- NeurIPS 2025OLinear: A Linear Model for Time Series Forecasting in Orthogonally Transformed Domain
- NeurIPS 2025OmniCast: A Masked Latent Diffusion Model for Weather Forecasting Across Time Scales
- NeurIPS 2025On the Integration of Spatial-Temporal Knowledge: A Lightweight Approach to Atmospheric Time Series Forecasting
- NeurIPS 2025Online Time Series Forecasting with Theoretical Guarantees
- NeurIPS 2025POCO: Scalable Neural Forecasting through Population Conditioning
- NeurIPS 2025RiverMamba: A State Space Model for Global River Discharge and Flood Forecasting
- NeurIPS 2025SeasonBench-EA: A Multi-Source Benchmark for Seasonal Prediction and Numerical Model Post-Processing in East Asia
- NeurIPS 2025Selective Learning for Deep Time Series Forecasting
- NeurIPS 2025SEMPO: Lightweight Foundation Models for Time Series Forecasting
- NeurIPS 2025SIFusion: A Unified Fusion Framework for Multi-granularity Arctic Sea Ice Forecasting
- NeurIPS 2025Time-o1: Time-Series Forecasting Needs Transformed Label Alignment
- NeurIPS 2025TimeEmb: A Lightweight Static-Dynamic Disentanglement Framework for Time Series Forecasting
- NeurIPS 2025Towards Accurate Time Series Forecasting via Implicit Decoding
在 Claude、Cursor 里直接问这个趋势
接上 Paperlist MCP 后,写综述、挑方向或准备投稿时,不用离开对话框就能拿到这页的数字:每年各会议的论文数、增长倍数、涨得最快的子方向和代表论文,AI 会按你的问题整理。
可以直接复制这句话问 AI
用 paperlist 查天气预报在 NeurIPS 2023–2026 的论文趋势,哪一年涨得最快?
AI 会调用的工具:get_topic_stats {"topic": "weather-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。