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 79 篇,第 1 / 2 页
- ICLR 2026A General Spatio-Temporal Backbone with Scalable Contextual Pattern Bank for Urban Continual Forecasting
- ICLR 2026ARFlow: Auto-regressive Optical Flow Estimation for Arbitrary-Length Videos via Progressive Next-Frame Forecasting
- ICLR 2026ARROW: An Adaptive Rollout and Routing Method for Global Weather Forecasting
- ICLR 2026CPiRi: Channel Permutation-Invariant Relational Interaction for Multivariate Time Series Forecasting
- ICLR 2026DeepPrim: a Physics-Driven 3D Short-term Weather Forecaster via Primitive Equation Learning
- ICLR 2026DistDF: Time-series Forecasting Needs Joint-distribution Wasserstein Alignment
- ICLR 2026Enhancing Multivariate Time Series Forecasting with Global Temporal Retrieval
- ICLR 2026Extreme Weather Nowcasting via Local Precipitation Pattern Prediction
- ICLR 2026FACT: Fine-grained Across-variable Convolution for Multivariate Time Series Forecasting
- ICLR 2026FlowCast: Trajectory Forecasting for Scalable Zero-Cost Speculative Flow Matching
- ICLR 2026From Samples to Scenarios: A New Paradigm for Probabilistic Forecasting
- ICLR 2026GCGNet: Graph-Consistent Generative Network for Time Series Forecasting with Exogenous Variables
- ICLR 2026Improving Extreme Wind Prediction with Frequency-Informed Learning
- ICLR 2026Language in the Flow of Time: Time-Series-Paired Texts Weaved into a Unified Temporal Narrative
- ICLR 2026Learning Recursive Multi-Scale Representations for Irregular Multivariate Time Series Forecasting
- ICLR 2026Local Geometry Attention for Time Series Forecasting under Realistic Corruptions
- ICLR 2026MixLinear: Extreme Low Resource Multivariate Time Series Forecasting with $0.1K$ Parameters
- ICLR 2026MMPD: Diverse Time Series Forecasting via Multi-Mode Patch Diffusion Loss
- ICLR 2026Numerion: A Multi-Hypercomplex Model for Time Series Forecasting
- ICLR 2026PMDformer: Patch-Mean Decoupling Transformer for Long-term Forecasting
- ICLR 2026ProtoTS: Learning Hierarchical Prototypes for Explainable Time Series Forecasting
- ICLR 2026RainPro-8: An Efficient Deep Learning Model to Estimate Rainfall Probabilities Over 8 Hours
- ICLR 2026ResCP: Reservoir Conformal Prediction for Time Series Forecasting
- ICLR 2026Routing Channel-Patch Dependencies in Time Series Forecasting with Graph Spectral Decomposition
- ICLR 2026Semantic-Enhanced Time-Series Forecasting via Large Language Models
- ICLR 2026STORM: Synergistic Cross-Scale Spatio-Temporal Modeling for Weather Forecasting
- ICLR 2026Tackling Time-Series Forecasting Generalization via Mitigating Concept Drift
- ICLR 2026TEDM: Time Series Forecasting with Elucidated Diffusion Models
- ICLR 2026The Forecast After the Forecast: A Post-Processing Shift in Time Series
- ICLR 2026TianQuan-S2S: A Subseasonal-to-Seasonal Global Weather Model via Incorporate Climatology State
- ICLR 2026TimeRecipe: A Time-Series Forecasting Recipe via Benchmarking Module Level Effectiveness
- ICLR 2026Towards Generalizable PDE Dynamics Forecasting via Physics-Guided Invariant Learning
- ICLR 2026UNDERSTANDING TRANSFORMERS FOR TIME SEIRES FORECASTING: A CASE STUDY ON MOIRAI
- ICLR 2026Zero-shot Forecasting by Simulation Alone
- ICLR 2025CirT: Global Subseasonal-to-Seasonal Forecasting with Geometry-inspired Transformer
- ICLR 2025CoMRes: Semi-Supervised Time Series Forecasting Utilizing Consensus Promotion of Multi-Resolution
- ICLR 2025Continuous Ensemble Weather Forecasting with Diffusion models
- ICLR 2025Expand and Compress: Exploring Tuning Principles for Continual Spatio-Temporal Graph Forecasting
- ICLR 2025Fast and Slow Streams for Online Time Series Forecasting Without Information Leakage
- ICLR 2025ForecastBench: A Dynamic Benchmark of AI Forecasting Capabilities
- ICLR 2025HR-Extreme: A High-Resolution Dataset for Extreme Weather Forecasting
- ICLR 2025In-context Time Series Predictor
- ICLR 2025Investigating Pattern Neurons in Urban Time Series Forecasting
- ICLR 2025KooNPro: A Variance-Aware Koopman Probabilistic Model Enhanced by Neural Process for Time Series Forecasting
- ICLR 2025Latent-EnSF: A Latent Ensemble Score Filter for High-Dimensional Data Assimilation with Sparse Observation Data
- ICLR 2025Locally Connected Echo State Networks for Time Series Forecasting
- ICLR 2025OccProphet: Pushing the Efficiency Frontier of Camera-Only 4D Occupancy Forecasting with an Observer-Forecaster-Refiner Framework
- ICLR 2025Physiome-ODE: A Benchmark for Irregularly Sampled Multivariate Time-Series Forecasting Based on Biological ODEs
- ICLR 2025S4M: S4 for multivariate time series forecasting with Missing values
- ICLR 2025SimpleTM: A Simple Baseline for Multivariate Time Series Forecasting
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。