ICML 2025 | 时空数据（Spatial-Temporal）论文总结

ICML 2025将在2025年7月13日至7月19日（周六）在温哥华会议中心举行，本文总结了ICML 2025有关时间序列(Time Series)相关文章，共计18篇。

时空数据Topic：时空预测，气象预测，轨迹表示学习，轨迹插补，轨迹生成等。如有疏漏，欢迎补充！

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如果论文中附图，则论文已经在网络上公开（arXiv，Openreview等）

1 EcoMapper: Generative Modeling for Climate-Aware Satellite Imagery

链接：https://icml.cc/virtual/2025/poster/44910

作者：Muhammed Göktepe,Amir Hossein Shamseddin,Erencan Uysal,Javier Monteagudo,Lukas Drees,Aysim Toker,Senthold Asseng,Malte von Bloh

关键词：多模态，卫星图像，气象生成

2 OneForecast: A Universal Framework for Global and Regional Weather Forecasting

链接：https://icml.cc/virtual/2025/poster/46192

作者：Yuan Gao,Hao Wu,Ruiqi Shu,huanshuo dong,Fan Xu,Rui Chen,Yibo Yan,Qingsong Wen,Xuming Hu,Kun Wang,Jiahao Wu,Qing Li,Hui Xiong,Xiaomeng Huang

关键词：天气预测，统一框架

3 Robust and Conjugate Spatio-Temporal Gaussian Processes

链接：https://icml.cc/virtual/2025/poster/44920

作者：William Laplante,Matias Altamirano,Andrew Duncan,Jeremias Knoblauch,Francois-Xavier Briol

关键词：时空高斯过程，稳健性，共轭

4 RobustLight: Improving Robustness via Diffusion Reinforcement Learning for Traffic Signal Control

链接：https://icml.cc/virtual/2025/poster/44919

作者：Mingyuan Li,Jiahao Wang,Wei Ni,Guangsheng Yu,Xu Wang,Haipeng Peng,Lixiang Li,Qianrun Chen

关键词：信控优化，扩散模型

5 Robust Spatio-Temporal Centralized Interaction for OOD Learning

链接：https://icml.cc/virtual/2025/poster/43964

作者：Jiaming Ma,Binwu Wang,Pengkun Wang,Zhengyang Zhou,Xu Wang,Yang Wang

关键词：时空分布外泛化，稳健性

6 SAH-Drive: A Scenario-Aware Hybrid Planner for Closed-Loop Vehicle Trajectory Generation

链接：https://icml.cc/virtual/2025/poster/45437

作者：Yuqi Fan,Zhiyong Cui,Zhenning Li,Yilong Ren,Haiyang Yu

关键词：闭环车辆轨迹生成

7 Transformer-Based Spatial-Temporal Counterfactual Outcomes Estimation

链接：https://icml.cc/virtual/2025/poster/44908

作者：HE LI,Haoang Chi,Mingyu Liu,Wanrong Huang,Liyang Xu,Wenjing Yang

关键词：时空反事实

8 AI for Global Climate Cooperation: Modeling Global Climate Negotiations, Agreements, and Long-Term Cooperation in RICE-N

链接：https://icml.cc/virtual/2025/poster/45380

作者：Tianyu Zhang,Andrew Williams,Phillip Wozny,Kai-Hendrik Cohrs,Koen Ponse,Marco Jiralerspong,Soham Phade,Sunil Srinivasa,Lu Li,Yang Zhang,Prateek Gupta,Erman Acar,Irina Rish,Yoshua Bengio,Stephan Zheng

关键词：气象模拟

9 TraffiX-VideoQA: A Benchmark for Unified Spatio-Temporal Video Understanding in Traffic Scenes

链接：https://icml.cc/virtual/2025/poster/44900

作者：Xingcheng Zhou,Konstantinos Larintzakis,Hao Guo,Walter Zimmer,Mingyu Liu,Hu Cao,Jiajie Zhang,Venkatnarayanan Lakshminarasimhan,Leah Strand,Alois Knoll

关键词：交通场景理解，视频理解

10 Information Bottleneck-guided MLPs for Robust Spatial-temporal Forecasting

链接：https://icml.cc/virtual/2025/poster/43981

作者：Min Chen,Guansong Pang,Wenjun Wang,Cheng Yan

关键词：时空预测，稳健性，信息瓶颈，MLP

11 Gridded Transformer Neural Processes for Spatio-Temporal Data

链接：https://icml.cc/virtual/2025/poster/45467

作者：Cristiana Diaconu,Matthew Ashman,Eric Langezaal,Adrian Weller,Richard E Turner

关键词：Transformer神经过程，气象时空数据

12 Unifying Knowledge from Diverse Datasets to Enhance Spatial-Temporal Modeling: A Granularity-Adaptive Geographical Embedding Approach

链接：https://icml.cc/virtual/2025/poster/43731

作者：Zhigaoyuan Wang,Ying Sun,Hengshu Zhu

关键词：时空预测，分段四叉树

13 GoIRL: Graph-Oriented Inverse Reinforcement Learning for Multimodal Trajectory Prediction

链接：https://icml.cc/virtual/2025/poster/43591

作者：Muleilan Pei,Shaoshuai Shi,Lu Zhang,Peiliang Li,Shaojie Shen

关键词：轨迹预测，逆强化学习

14 Fixing the Double Penalty in Data-Driven Weather Forecasting Through a Modified Spherical Harmonic Loss Function

链接：https://icml.cc/virtual/2025/poster/44912

作者：Christopher Subich,Syed Husain,Leo Separovic,Jing Yang

关键词：数据驱动的天气预测，损失函数

15 ProDiff: Prototype-Guided Diffusion for Minimal Information Trajectory Imputation

链接：https://icml.cc/virtual/2025/poster/46203

作者：Tianci Bu,Le Zhou,Wenchuan Yang,Jianhong Mou,Kang Yang,Suoyi Tan,Feng Yao,Jingyuan Wang,Xin Lu

关键词：轨迹插补

16 GTR: A General, Multi-View, and Dynamic Framework for Trajectory Representation Learning

链接：https://icml.cc/virtual/2025/poster/44569

作者：Xiangheng Wang,Ziquan Fang,Chenglong Huang,Danlei Hu,Lu Chen,Yunjun Gao

关键词：轨迹表示学习

17 Generative Human Trajectory Recovery via Embedding-Space Conditional Diffusion

链接：https://icml.cc/virtual/2025/poster/45338

作者：KAIJUN LIU,Sijie Ruan,Liang Zhang,Cheng Long,Shuliang Wang,Liang Yu

关键词：人类移动轨迹恢复，扩散模型

18 Learnable Spatial-Temporal Positional Encoding for Link Prediction

链接：https://icml.cc/virtual/2025/poster/45924

作者：Katherine Tieu,Dongqi Fu,Zihao Li,Ross Maciejewski,Jingrui He

关键词：时空编码，链路预测

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