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 4 / 8 页

151. NeurIPS 2026Tikhonov-Stabilized Bezier Representation Forecasting for Training-free Diffusion Acceleration
152. NeurIPS 2026TimeClaw: A Time-Series AI Agent with Exploratory Execution Learning
153. NeurIPS 2026To See Far, Look Close: Evolutionary Forecasting for Long-term Time Series
154. NeurIPS 2026TStruct: Learning Shared Temporal Structures for Long-Term Time-Series Forecasting
155. NeurIPS 2026Tyche: One Step Flow for Efficient Probabilistic Weather Forecasting
156. NeurIPS 2026Weather-Robust Cross-View Geo-Localization via Prototype-Based Semantic Part Discovery
157. NeurIPS 2026What Does an Observability Forecasting Foundation Model Know?
158. NeurIPS 2026WILD: Widely Linear Conditioning for Time Series Forecasting
159. CVPR 2025Continuous Adverse Weather Removal via Degradation-Aware Distillation
160. CVPR 2025IceDiff: High Resolution and High-Quality Arctic Sea Ice Forecasting with Generative Diffusion Prior
161. CVPR 2025MoFlow: One-Step Flow Matching for Human Trajectory Forecasting via Implicit Maximum Likelihood Estimation based Distillation
162. CVPR 2025MotionMap: Representing Multimodality in Human Pose Forecasting
163. CVPR 2025Satellite Observations Guided Diffusion Model for Accurate Meteorological States at Arbitrary Resolution
164. CVPR 2025Towards Explicit Geometry-Reflectance Collaboration for Generalized LiDAR Segmentation in Adverse Weather
165. CVPR 2025Trajectory Mamba: Efficient Attention-Mamba Forecasting Model Based on Selective SSM
166. ICLR 2025CirT: Global Subseasonal-to-Seasonal Forecasting with Geometry-inspired Transformer
167. ICLR 2025CoMRes: Semi-Supervised Time Series Forecasting Utilizing Consensus Promotion of Multi-Resolution
168. ICLR 2025Continuous Ensemble Weather Forecasting with Diffusion models
169. ICLR 2025Expand and Compress: Exploring Tuning Principles for Continual Spatio-Temporal Graph Forecasting
170. ICLR 2025Fast and Slow Streams for Online Time Series Forecasting Without Information Leakage
171. ICLR 2025ForecastBench: A Dynamic Benchmark of AI Forecasting Capabilities
172. ICLR 2025HR-Extreme: A High-Resolution Dataset for Extreme Weather Forecasting
173. ICLR 2025In-context Time Series Predictor
174. ICLR 2025Investigating Pattern Neurons in Urban Time Series Forecasting
175. ICLR 2025KooNPro: A Variance-Aware Koopman Probabilistic Model Enhanced by Neural Process for Time Series Forecasting
176. ICLR 2025Latent-EnSF: A Latent Ensemble Score Filter for High-Dimensional Data Assimilation with Sparse Observation Data
177. ICLR 2025Locally Connected Echo State Networks for Time Series Forecasting
178. ICLR 2025OccProphet: Pushing the Efficiency Frontier of Camera-Only 4D Occupancy Forecasting with an Observer-Forecaster-Refiner Framework
179. ICLR 2025Physiome-ODE: A Benchmark for Irregularly Sampled Multivariate Time-Series Forecasting Based on Biological ODEs
180. ICLR 2025S4M: S4 for multivariate time series forecasting with Missing values
181. ICLR 2025SimpleTM: A Simple Baseline for Multivariate Time Series Forecasting
182. ICLR 2025TimeKAN: KAN-based Frequency Decomposition Learning Architecture for Long-term Time Series Forecasting
183. ICLR 2025Timer-XL: Long-Context Transformers for Unified Time Series Forecasting
184. ICLR 2025TS-LIF: A Temporal Segment Spiking Neuron Network for Time Series Forecasting
185. ICLR 2025VAE-Var: Variational Autoencoder-Enhanced Variational Methods for Data Assimilation in Meteorology
186. ICLR 2025WeatherGFM: Learning a Weather Generalist Foundation Model via In-context Learning
187. ICLR 2025ZAPBench: A Benchmark for Whole-Brain Activity Prediction in Zebrafish
188. ICML 2025$K^2$VAE: A Koopman-Kalman Enhanced Variational AutoEncoder for Probabilistic Time Series Forecasting
189. ICML 2025AdaPTS: Adapting Univariate Foundation Models to Probabilistic Multivariate Time Series Forecasting
190. ICML 2025Breaking Silos: Adaptive Model Fusion Unlocks Better Time Series Forecasting
191. ICML 2025Channel Normalization for Time Series Channel Identification
192. ICML 2025Context is Key: A Benchmark for Forecasting with Essential Textual Information
193. ICML 2025Decision-aware Training of Spatiotemporal Forecasting Models to Select a Top-K Subset of Sites for Intervention
194. ICML 2025Directly Forecasting Belief for Reinforcement Learning with Delays
195. ICML 2025Enhancing Foundation Models for Time Series Forecasting via Wavelet-based Tokenization
196. ICML 2025Fixing the Double Penalty in Data-Driven Weather Forecasting Through a Modified Spherical Harmonic Loss Function
197. ICML 2025FSTLLM: Spatio-Temporal LLM for Few Shot Time Series Forecasting
198. ICML 2025HyperIMTS: Hypergraph Neural Network for Irregular Multivariate Time Series Forecasting
199. ICML 2025Information Bottleneck-guided MLPs for Robust Spatial-temporal Forecasting
200. ICML 2025LETS Forecast: Learning Embedology 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。