宏观预测论文趋势 2023–2026
宏观指标
统计范围：NeurIPS、ICLR、ICML、CVPR 四个会议，2023–2026 年，共 31 篇被归入该主题的论文。
主要结论
- 宏观预测论文从 2023 年的 2 篇增长到 2026 年的 16 篇，三年间扩大到约 8.0 倍。
- NeurIPS 是发宏观预测论文最多的会议，2023–2026 年共 14 篇，占四个会议总量的 45%。
- 交叉方向里涨得最快的是天气预报：同时属于两个主题的论文从 2023 年的 2 篇增至 2026 年的 15 篇。
- 在「金融与经济」的 5 个主题里，它的 2026 年论文数排第 3；同组增长最快的风险建模是 3.2 倍，宏观预测是 8.0 倍。
各会议论文数
按年份和会议统计
| 年份 | NeurIPS | ICLR | ICML | CVPR | 合计 |
|---|---|---|---|---|---|
| 2023 | 1 | 1 | 0 | 0 | 2 |
| 2024 | 0 | 1 | 7 | 0 | 8 |
| 2025 | 3 | 0 | 1 | 1 | 5 |
| 2026 | 10 | 1 | 4 | 1 | 16 |
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 2026AQBENCH: Benchmarking Neural Surrogates for Air Quality Forecasting
- ICML 2026The Label Horizon Paradox: Rethinking Supervision Targets in Financial Forecasting
- ICLR 2026Semantic-Enhanced Time-Series Forecasting via Large Language Models
- CVPR 2026Forecasting 3D Scanpaths in Egocentric Video
- NeurIPS 2025FuXi-Ocean: A Global Ocean Forecasting System with Sub-Daily Resolution
- ICML 2025Linear Transformers as VAR Models: Aligning Autoregressive Attention Mechanisms with Autoregressive Forecasting
- CVPR 2025Trajectory Mamba: Efficient Attention-Mamba Forecasting Model Based on Selective SSM
- ICML 2024The Merit of River Network Topology for Neural Flood Forecasting
- ICLR 2024Rethinking Channel Dependence for Multivariate Time Series Forecasting: Learning from Leading Indicators
- NeurIPS 2023Improving *day-ahead* Solar Irradiance Time Series Forecasting by Leveraging Spatio-Temporal Context
- ICLR 2023Continuous PDE Dynamics Forecasting with Implicit Neural Representations
- NeurIPS 2026Dynamic Quadtree Tokenization for Autoregressive PDE Forecasting
- ICML 2026Nested Spatio-Temporal Time Series Forecasting
- NeurIPS 2025Towards Accurate Time Series Forecasting via Implicit Decoding
- ICML 2024What Will My Model Forget? Forecasting Forgotten Examples in Language Model Refinement
- NeurIPS 2026AirMPA: A Meteorology-to-Pollution Adapter for Global Air Quality Forecasting
- ICML 2026From Observations to States: Latent Time Series Forecasting
- NeurIPS 2025Meta-learning how to Share Credit among Macro-Actions
- ICML 2024Consistent Long-Term Forecasting of Ergodic Dynamical Systems
- NeurIPS 2026SIMBAD: Spatio-Temporal Traffic Forecasting Robust to Aperiodicity
全部宏观预测论文
共 31 篇，第 1 / 1 页
- CVPR 2026Forecasting 3D Scanpaths in Egocentric Video
- ICLR 2026Semantic-Enhanced Time-Series Forecasting via Large Language Models
- ICML 2026From Observations to States: Latent Time Series Forecasting
- ICML 2026Nested Spatio-Temporal Time Series Forecasting
- ICML 2026Reviving Error Correction in Modern Deep Time-Series Forecasting
- ICML 2026The Label Horizon Paradox: Rethinking Supervision Targets in Financial Forecasting
- NeurIPS 2026AirMPA: A Meteorology-to-Pollution Adapter for Global Air Quality Forecasting
- NeurIPS 2026AQBENCH: Benchmarking Neural Surrogates for Air Quality Forecasting
- NeurIPS 2026BucpTSF: Breaking the Uniform Computation Paradigm in Time-Series Forecasting
- NeurIPS 2026Dynamic Dual-Feedback Conformal Inference for Time Series Forecasting
- NeurIPS 2026Dynamic Quadtree Tokenization for Autoregressive PDE Forecasting
- NeurIPS 2026FISC: Time-Series Forecasting via First-Layer Statistical Calibration Constraints
- NeurIPS 2026Learning Spectral Compositional Koopman Operators for Global-to-Regional Weather Forecasting
- NeurIPS 2026SIMBAD: Spatio-Temporal Traffic Forecasting Robust to Aperiodicity
- NeurIPS 2026SoccerNarrate: Event-Grounded Streaming Soccer Commentary with Macro-Window Preference Alignment
- NeurIPS 2026Stable Long-Horizon PDE Forecasting via Latent Structured Spectral Propagators
- CVPR 2025Trajectory Mamba: Efficient Attention-Mamba Forecasting Model Based on Selective SSM
- ICML 2025Linear Transformers as VAR Models: Aligning Autoregressive Attention Mechanisms with Autoregressive Forecasting
- NeurIPS 2025FuXi-Ocean: A Global Ocean Forecasting System with Sub-Daily Resolution
- NeurIPS 2025Meta-learning how to Share Credit among Macro-Actions
- NeurIPS 2025Towards Accurate Time Series Forecasting via Implicit Decoding
- ICLR 2024Rethinking Channel Dependence for Multivariate Time Series Forecasting: Learning from Leading Indicators
- ICML 2024An Analysis of Linear Time Series Forecasting Models
- ICML 2024CATS: Enhancing Multivariate Time Series Forecasting by Constructing Auxiliary Time Series as Exogenous Variables
- ICML 2024Consistent Long-Term Forecasting of Ergodic Dynamical Systems
- ICML 2024The Merit of River Network Topology for Neural Flood Forecasting
- ICML 2024Towards a Self-contained Data-driven Global Weather Forecasting Framework
- ICML 2024Unified Training of Universal Time Series Forecasting Transformers
- ICML 2024What Will My Model Forget? Forecasting Forgotten Examples in Language Model Refinement
- ICLR 2023Continuous PDE Dynamics Forecasting with Implicit Neural Representations
- NeurIPS 2023Improving *day-ahead* Solar Irradiance Time Series Forecasting by Leveraging Spatio-Temporal Context
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 查宏观预测在 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": "macro-forecasting"}
常见问题
- 2023–2026 年四大会议一共有多少篇宏观预测论文？
- 共 31 篇，按年份分别是 2023 年 2 篇、2024 年 8 篇、2025 年 5 篇、2026 年 16 篇。
- NeurIPS 2026 有多少篇宏观预测论文？
- NeurIPS 2026 有 10 篇宏观预测论文，上一届是 3 篇。
- ICLR 2026 有多少篇宏观预测论文？
- ICLR 2026 有 1 篇宏观预测论文。
- ICML 2026 有多少篇宏观预测论文？
- ICML 2026 有 4 篇宏观预测论文，上一届是 1 篇。
- CVPR 2026 有多少篇宏观预测论文？
- CVPR 2026 有 1 篇宏观预测论文，上一届是 1 篇。
- 哪个会议的宏观预测论文最多？
- NeurIPS，2023–2026 年共 14 篇。