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
🌟【紧跟前沿】“时空探索之旅”与你一起探索时空奥秘！🚀
欢迎大家关注时空探索之旅时空探索之旅