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 137 篇，第 2 / 3 页

51. NeurIPS 2026Stable Resolution-Invariant Emulation in Entropically Controlled Kinetic Methods
52. NeurIPS 2026SteerCast: Retrieval-Based Latent Steering for Decoder-Only Time Series Forecasting
53. NeurIPS 2026TailFix: Mitigating Error Accumulation and Correcting Tail Deterioration in Long-Horizon Forecasting
54. NeurIPS 2026Tikhonov-Stabilized Bezier Representation Forecasting for Training-free Diffusion Acceleration
55. NeurIPS 2026TimeClaw: A Time-Series AI Agent with Exploratory Execution Learning
56. NeurIPS 2026To See Far, Look Close: Evolutionary Forecasting for Long-term Time Series
57. NeurIPS 2026TStruct: Learning Shared Temporal Structures for Long-Term Time-Series Forecasting
58. NeurIPS 2026Tyche: One Step Flow for Efficient Probabilistic Weather Forecasting
59. NeurIPS 2026Weather-Robust Cross-View Geo-Localization via Prototype-Based Semantic Part Discovery
60. NeurIPS 2026What Does an Observability Forecasting Foundation Model Know?
61. NeurIPS 2026WILD: Widely Linear Conditioning for Time Series Forecasting
62. NeurIPS 2025AliO: Output Alignment Matters in Long-Term Time Series Forecasting
63. NeurIPS 2025Bubbleformer: Forecasting Boiling with Transformers
64. NeurIPS 2025Conformal Prediction for Time-series Forecasting with Change Points
65. NeurIPS 2025DAWP: A framework for global observation forecasting via Data Assimilation and Weather Prediction in satellite observation space
66. NeurIPS 2025DBLoss: Decomposition-based Loss Function for Time Series Forecasting
67. NeurIPS 2025DecompNet: Enhancing Time Series Forecasting Models with Implicit Decomposition
68. NeurIPS 2025Elucidated Rolling Diffusion Models for Probabilistic Forecasting of Complex Dynamics
69. NeurIPS 2025Enhancing the Maximum Effective Window for Long-Term Time Series Forecasting
70. NeurIPS 2025Eulerian Neural Network Informed by Chemical Transport for Air Quality Forecasting
71. NeurIPS 2025FlowMixer: A Depth-Agnostic Neural Architecture for Interpretable Spatiotemporal Forecasting
72. NeurIPS 2025FuXi-Ocean: A Global Ocean Forecasting System with Sub-Daily Resolution
73. NeurIPS 2025Gaze Beyond the Frame: Forecasting Egocentric 3D Visual Span
74. NeurIPS 2025How Different from the Past? Spatio-Temporal Time Series Forecasting with Self-Supervised Deviation Learning
75. NeurIPS 2025Improving Time Series Forecasting via Instance-aware Post-hoc Revision
76. NeurIPS 2025Learning Pattern-Specific Experts for Time Series Forecasting Under Patch-level Distribution Shift
77. NeurIPS 2025Learning to Factorize Spatio-Temporal Foundation Models
78. NeurIPS 2025Less but More: Linear Adaptive Graph Learning Empowering Spatiotemporal Forecasting
79. NeurIPS 2025LoRA-EnVar: Parameter-Efficient Hybrid Ensemble Variational Assimilation for Weather Forecasting
80. NeurIPS 2025Mesh Interpolation Graph Network for Dynamic and Spatially Irregular Global Weather Forecasting
81. NeurIPS 2025Multi-Modal View Enhanced Large Vision Models for Long-Term Time Series Forecasting
82. NeurIPS 2025Not All Data are Good Labels: On the Self-supervised Labeling for Time Series Forecasting
83. NeurIPS 2025OLinear: A Linear Model for Time Series Forecasting in Orthogonally Transformed Domain
84. NeurIPS 2025OmniCast: A Masked Latent Diffusion Model for Weather Forecasting Across Time Scales
85. NeurIPS 2025On the Integration of Spatial-Temporal Knowledge: A Lightweight Approach to Atmospheric Time Series Forecasting
86. NeurIPS 2025Online Time Series Forecasting with Theoretical Guarantees
87. NeurIPS 2025POCO: Scalable Neural Forecasting through Population Conditioning
88. NeurIPS 2025RiverMamba: A State Space Model for Global River Discharge and Flood Forecasting
89. NeurIPS 2025SeasonBench-EA: A Multi-Source Benchmark for Seasonal Prediction and Numerical Model Post-Processing in East Asia
90. NeurIPS 2025Selective Learning for Deep Time Series Forecasting
91. NeurIPS 2025SEMPO: Lightweight Foundation Models for Time Series Forecasting
92. NeurIPS 2025SIFusion: A Unified Fusion Framework for Multi-granularity Arctic Sea Ice Forecasting
93. NeurIPS 2025Time-o1: Time-Series Forecasting Needs Transformed Label Alignment
94. NeurIPS 2025TimeEmb: A Lightweight Static-Dynamic Disentanglement Framework for Time Series Forecasting
95. NeurIPS 2025Towards Accurate Time Series Forecasting via Implicit Decoding
96. NeurIPS 2025TREND: Unsupervised 3D Representation Learning via Temporal Forecasting for LiDAR Perception
97. NeurIPS 2025WeatherPrompt: Multi-modality Representation Learning for All-Weather Drone Visual Geo-Localization
98. NeurIPS 2025xLSTM-Mixer: Multivariate Time Series Forecasting by Mixing via Scalar Memories
99. NeurIPS 2024Are Language Models Actually Useful for Time Series Forecasting?
100. NeurIPS 2024Are Self-Attentions Effective 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。