NeurIPS 2025将在2025年11月30日到12月7日于美国圣地亚哥( San Diego,USA)举行。NeurIPS 2025会议主会共有21, 575 篇论文投稿,其中 5290 篇被接收,接收率为24.52%。

本文总结了2025 NeurIPS上有关时空数据(Spatial-temporal)相关论文。如有疏漏,欢迎大家补充。

时空数据Topic:时空预测,轨迹挖掘(表示学习,恢复),天气预报,物理时空,自动驾驶,交通模拟,信号灯控制,大语言模型,基础模型等内容。总计51篇。

1. Satellites Reveal Mobility: A Commuting Origin-destination Flow Generator for Global Cities
2. BO4Mob: Bayesian Optimization Benchmarks for High-Dimensional Urban Mobility Problem
3. Learning with Calibration: Exploring Test-Time Computing of Spatio-Temporal Forecasting
4. A Driving-Style-Adaptive Framework for Vehicle Trajectory Prediction
5. FlowNet: Modeling Dynamic Spatio-Temporal Systems via Flow Propagation
6. STACI: Spatio-Temporal Aleatoric Conformal Inference
7. TrajMamba: An Efficient and Semantic-rich Vehicle Trajectory Pre-training Model
8. TransferTraj: A Vehicle Trajectory Learning Model for Region and Task Transferability
9. PLMTrajRec: A Scalable and Generalizable Trajectory Recovery Method with Pre-trained Language Models
10. UniTraj: Learning a Universal Trajectory Foundation Model from Billion-Scale Worldwide Traces
11. TrajAgent: An LLM-Agent Framework for Trajectory Modeling via Large-and-Small Model Collaboration
12. VLMLight: Safety-Critical Traffic Signal Control via Vision-Language Meta-Control and Dual-Branch Reasoning Architecture
13. Role-aware Multi-agent Reinforcement Learning for Coordinated Emergency Traffic Control
14. Cross City Traffic Flow Generation via Retrieval Augmented Diffusion Model
15. TraffiDent: A Dataset for Understanding the Interplay Between Traffic Dynamics and Incidents
16. URB - Urban Routing Benchmark for RL-equipped Connected Autonomous Vehicles
17. FlowMixer: A Constrained Neural Architecture for Interpretable Spatiotemporal Forecasting
18. RHYTHM: Reasoning with Hierarchical Temporal Tokenization for Human Mobility
19. FutureSightDrive: Thinking Visually with Spatio-Temporal CoT for Autonomous Driving
20. Sparse Diffusion Autoencoder for Test-time Adapting Prediction of Spatiotemporal Dynamics
21. SMARTraj2^22: A Stable Multi-City Adaptive Method for Multi-View Spatio-Temporal Trajectory Representation Learning
22. Learning to Factorize Spatio-Temporal Foundation Models
23. STRAP: Spatio-Temporal Pattern Retrieval for Out-of-Distribution Generalization
24. Over-squashing in Spatiotemporal Graph Neural Networks
25. Benchmarking Spatiotemporal Reasoning in LLMs and Reasoning Models: Capabilities and Challenges
26. UrbanDiT: A Foundation Model for Open-World Urban Spatio-Temporal Learning
27. GST-UNet: A Neural Framework for Spatiotemporal Causal Inference with Time-Varying Confounding
28. How Different from the Past? Spatio-Temporal Time Series Forecasting with Self-Supervised Deviation Learning
29. Less but More: Linear Adaptive Graph Learning Empowering Spatiotemporal Forecasting
30. Causal Spatio-Temporal Prediction: An Effective and Efficient Multi-Modal Approach
31. Hierarchical Optimization via LLM-Guided Objective Evolution for Mobility-on-Demand Systems
32. On the Integration of Spatial-Temporal Knowledge: A Lightweight Approach to Atmospheric Time Series Forecasting
33. Carbon-Bench: A Forty-year Global-scale Benchmark Dataset for Carbon Forecasting in Forest Ecosystems
34. Bubbleformer: Forecasting Boiling with Transformers
35. OCEANBENCH: A BENCHMARK FOR DATA-DRIVEN GLOBAL OCEAN FORECASTING SYSTEMS
36. FuXi-Ocean: A Global Ocean Forecasting System with Sub-Daily Resolution
37. Real-World Adverse Weather Image Restoration via Dual-Level Reinforcement Learning with High-Quality Cold Start
38. DAWP: A framework for global observation forecasting via Data Assimilation and Weather Prediction in satellite observation space
39. LoRA-EnVar: Parameter-Efficient Hybrid Ensemble Variational Assimilation for Weather Forecasting
40. Elucidated Rolling Diffusion Models for Probabilistic Weather Forecasting
41. Mesh Interpolation Graph Network for Dynamic and Spatially Irregular Global Weather Forecasting
42. RadarQA: Multi-modal Quality Analysis of Weather Radar Forecasts
43. Eulerian Neural Network Informed by Chemical Transport for Air Quality Forecasting
44. Causal Climate Emulation with Bayesian Filtering
45. Learning Urban Climate Dynamics via Physics-Guided Urban Surface–Atmosphere Interactions
46. RiverMamba: A State Space Model for Global River Discharge and Flood Forecasting
47. SIFusion: A Unified Fusion Framework for Multi-granularity Arctic Sea Ice Forecasting
48. Towards Predicting Any Human Trajectory In Context
49. Future-Aware End-to-End Driving: Bidirectional Modeling of Trajectory Planning and Scene Evolution
50. STSBench: A Spatio-temporal Scenario Benchmark for Multi-modal Large Language Models in Autonomous Driving
51. PSI: A Benchmark for Human Interpretation and Response in Traffic Interactions

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1 Satellites Reveal Mobility: A Commuting Origin-destination Flow Generator for Global Cities

链接https://neurips.cc/virtual/2025/poster/121846

arXivhttps://www.arxiv.org/abs/2505.15870

作者:Can Rong,Xin Zhang,Yanxin Xi,HONGJIE SUI,Jingtao Ding,Yong Li

关键词:OD流量生成

2 BO4Mob: Bayesian Optimization Benchmarks for High-Dimensional Urban Mobility Problem

链接https://neurips.cc/virtual/2025/poster/121585

作者:Seunghee Ryu,Donghoon Kwon,Seongjin Choi,Aryan Deshwal,Seungmo Kang,Carolina Osorio

关键词:贝叶斯优化,城市移动

3 Learning with Calibration: Exploring Test-Time Computing of Spatio-Temporal Forecasting

链接https://neurips.cc/virtual/2025/poster/117344

arXivhttps://arxiv.org/abs/2506.00635

作者:Wei Chen,Yuxuan Liang

关键词:测试时计算,时空预测

4 A Driving-Style-Adaptive Framework for Vehicle Trajectory Prediction

链接https://neurips.cc/virtual/2025/poster/120322

作者:Di Wen,Yu Wang,Zhigang Wu,Zhaocheng He,Zhe Wu,Zheng Qingfang

关键词:车辆轨迹预测

5 FlowNet: Modeling Dynamic Spatio-Temporal Systems via Flow Propagation

链接https://neurips.cc/virtual/2025/poster/120012

作者:Yutong Feng,Xu Liu,Yutong Xia,Yuxuan Liang

关键词:动态时空系统

6 STACI: Spatio-Temporal Aleatoric Conformal Inference

链接https://neurips.cc/virtual/2025/poster/115798

arXivhttps://arxiv.org/abs/2505.21658

作者:Brandon Feng,David Park,Xihaier Luo,Arantxa Urdangarin,Shinjae Yoo,Brian Reich

关键词:共形推理,时空场,高斯过程

7 TrajMamba: An Efficient and Semantic-rich Vehicle Trajectory Pre-training Model

链接https://neurips.cc/virtual/2025/poster/115959

arXivhttps://arxiv.org/abs/2408.04916

作者:Yichen Liu,Yan Lin,Shengnan Guo,Zeyu Zhou,Youfang Lin,Huaiyu Wan

关键词:轨迹表示学习,Mamba

[Oral] 8 TransferTraj: A Vehicle Trajectory Learning Model for Region and Task Transferability

链接https://neurips.cc/virtual/2025/poster/117508

arXivhttps://arxiv.org/abs/2505.12672

作者:Tonglong Wei,Yan Lin,Zeyu Zhou,Haomin Wen,Jilin Hu,Shengnan Guo,Youfang Lin,Gao Cong,Huaiyu Wan

关键词:轨迹表示学习,迁移学习

9 PLMTrajRec: A Scalable and Generalizable Trajectory Recovery Method with Pre-trained Language Models

链接https://neurips.cc/virtual/2025/poster/117945

arXivhttps://arxiv.org/abs/2410.14281

作者:Tonglong Wei,Yan Lin,Youfang Lin,Shengnan Guo,Jilin Hu,Haitao Yuan,Gao Cong,Huaiyu Wan

关键词:轨迹恢复,预训练语言模型

10 UniTraj: Learning a Universal Trajectory Foundation Model from Billion-Scale Worldwide Traces

链接https://neurips.cc/virtual/2025/poster/118831

arXivhttps://arxiv.org/abs/2411.03859

作者:Yuanshao Zhu,James Yu,Xiangyu Zhao,Xun Zhou,Liang Han,Xuetao Wei,Yuxuan Liang

关键词:轨迹基础模型

11 TrajAgent: An LLM-Agent Framework for Trajectory Modeling via Large-and-Small Model Collaboration

链接https://neurips.cc/virtual/2025/poster/119545

arXivhttps://arxiv.org/abs/2410.20445

作者:Yuwei Du,Jie Feng,Jie Zhao,Yong Li

关键词:轨迹建模,Agent

12 VLMLight: Safety-Critical Traffic Signal Control via Vision-Language Meta-Control and Dual-Branch Reasoning Architecture

链接https://neurips.cc/virtual/2025/poster/120348

arXivhttps://arxiv.org/abs/2505.19486

作者:Maonan Wang,Yirong Chen,Aoyu Pang,Yuxin Cai,Chung Shue Chen,Yuheng Kan,Man On Pun

关键词:信号灯控制,VLM

13 Role-aware Multi-agent Reinforcement Learning for Coordinated Emergency Traffic Control

链接https://neurips.cc/virtual/2025/poster/118063

作者:Ming Cheng,Hao Chen,Zhiqing Li,Jia Wang,Senzhang Wang

关键词:交通控制,多智能体

14 Cross City Traffic Flow Generation via Retrieval Augmented Diffusion Model

链接https://neurips.cc/virtual/2025/poster/115911

作者:Yudong Li,Jingyuan Wang,Xie Yu,Peiyu Wang,Qian Huang

关键词:交通流量生成,跨城市,扩散模型

15 TraffiDent: A Dataset for Understanding the Interplay Between Traffic Dynamics and Incidents

链接https://neurips.cc/virtual/2025/poster/121423

arXivhttps://arxiv.org/abs/2407.11477

作者:Xiaochuan Gou,Ziyue Li,Tian Lan,Junpeng Lin,zhishuai Li,Bingyu Zhao,Chen Zhang,Di Wang,Xiangliang Zhang

关键词:交通事件数据集

16 URB - Urban Routing Benchmark for RL-equipped Connected Autonomous Vehicles

链接https://neurips.cc/virtual/2025/poster/121647

arXivhttps://arxiv.org/abs/2505.17734

作者:Ahmet Akman,Anastasia Psarou,Michał Hoffmann,Łukasz Gorczyca,Lukasz Kowalski,Paweł Gora,Grzegorz Jamróz,Rafal Kucharski

关键词:交通网络评估,benchmark

17 FlowMixer: A Constrained Neural Architecture for Interpretable Spatiotemporal Forecasting

链接https://neurips.cc/virtual/2025/poster/118826

arXivhttps://arxiv.org/abs/2505.16786

作者:Fares Mehouachi,Saif Eddin Jabari

关键词:可解释性,时空预测

18 RHYTHM: Reasoning with Hierarchical Temporal Tokenization for Human Mobility

链接https://neurips.cc/virtual/2025/poster/120186

arXivhttps://arxiv.org/abs/2507.14017

作者:Haoyu He,Haozheng Luo,Yan Chen,Qi Wang

关键词:人类移动预测

19 FutureSightDrive: Thinking Visually with Spatio-Temporal CoT for Autonomous Driving

链接https://neurips.cc/virtual/2025/poster/116861

arXivhttps://arxiv.org/abs/2505.17685

作者:Shuang Zeng,Xinyuan Chang,Mengwei Xie,Xinran Liu,Yifan Bai,Zheng Pan,Mu Xu,Xing Wei

关键词:时空COT,VLM,自动驾驶

20 Sparse Diffusion Autoencoder for Test-time Adapting Prediction of Spatiotemporal Dynamics

链接https://neurips.cc/virtual/2025/poster/116556

arXivhttps://arxiv.org/abs/2505.17459

作者:Jingwen Cheng,Ruikun Li,Huandong Wang,Yong Li

关键词:时空动态性,复杂系统

21 SMARTraj2^22: A Stable Multi-City Adaptive Method for Multi-View Spatio-Temporal Trajectory Representation Learning

链接https://neurips.cc/virtual/2025/poster/118698

arXivhttps://arxiv.org/abs/2410.13196

作者:Qian,Junhe Li,Yile Chen,Gao Cong,Zezhi Shao,Jun Zhang,Tao Sun,Fei Wang,Yongjun Xu

关键词:轨迹表示学习,多视图

22 Learning to Factorize Spatio-Temporal Foundation Models

链接https://neurips.cc/virtual/2025/poster/117035

作者:Siru Zhong,Junjie Qiu,Yangyu Wu,Xingchen Zou,Zhongwen Rao,Bin Yang,Chenjuan Guo,Hao Xu,Yuxuan Liang

关键词:时空基础模型,分解

23 STRAP: Spatio-Temporal Pattern Retrieval for Out-of-Distribution Generalization

链接https://neurips.cc/virtual/2025/poster/117450

arXivhttps://arxiv.org/abs/2505.19547

作者:Haoyu Zhang,WentaoZhang,Hao Miao,Xinke Jiang,Yuchen Fang,Yifan Zhang

关键词:时空模式检索,分布外泛化

24 Over-squashing in Spatiotemporal Graph Neural Networks

链接https://neurips.cc/virtual/2025/poster/119283

arXivhttps://arxiv.org/abs/2506.15507

作者:Ivan Marisca,Jacob Bamberger,Cesare Alippi,Michael Bronstein

关键词:时空图神经网络

25 Benchmarking Spatiotemporal Reasoning in LLMs and Reasoning Models: Capabilities and Challenges

链接https://neurips.cc/virtual/2025/poster/121374

arXivhttps://arxiv.org/abs/2505.11618

作者:Pengrui Quan,Brian Wang,Kang Yang,Liying Han,Mani Srivastava

关键词:时空推理,Benchmark

26 UrbanDiT: A Foundation Model for Open-World Urban Spatio-Temporal Learning

链接https://neurips.cc/virtual/2025/poster/115649

arXivhttps://arxiv.org/abs/2411.12164

作者:Yuan Yuan,Chonghua Han,Jingtao Ding,Guozhen Zhang,Depeng Jin,Yong Li

关键词:时空学习,时空基础模型,扩散Transformer

27 GST-UNet: A Neural Framework for Spatiotemporal Causal Inference with Time-Varying Confounding

链接https://neurips.cc/virtual/2025/poster/119137

arXivhttps://arxiv.org/abs/2502.05295

作者:Miruna Oprescu,David Park,Xihaier Luo,Shinjae Yoo,Nathan Kallus

关键词:时空因果推断,时空混杂

28 How Different from the Past? Spatio-Temporal Time Series Forecasting with Self-Supervised Deviation Learning

链接https://neurips.cc/virtual/2025/poster/117831

作者:Haotian Gao,Zheng Dong,Jiawei Yong,Shintaro Fukushima,Kenjiro Taura,Renhe Jiang

关键词:时空预测

29 Less but More: Linear Adaptive Graph Learning Empowering Spatiotemporal Forecasting

链接https://neurips.cc/virtual/2025/poster/116490

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

关键词:时空预测,时空图卷积

30 Causal Spatio-Temporal Prediction: An Effective and Efficient Multi-Modal Approach

链接https://neurips.cc/virtual/2025/poster/115415

arXivhttps://arxiv.org/abs/2505.17637

作者:Yuting Huang,Ziquan Fang,Zhihao Zeng,Lu Chen,Yunjun Gao

关键词:时空预测,因果

31 Hierarchical Optimization via LLM-Guided Objective Evolution for Mobility-on-Demand Systems

链接https://neurips.cc/virtual/2025/poster/117702

作者:Yi Zhang,Yushen Long,Liping Huang,Yun Ni,Xiaohong Wang,Jun Liu

关键词:网约车供需平衡

32 On the Integration of Spatial-Temporal Knowledge: A Lightweight Approach to Atmospheric Time Series Forecasting

链接https://neurips.cc/virtual/2025/poster/115569

作者:Yisong Fu,Fei Wang,Zezhi Shao,Boyu Diao,Lin Wu,Zhulin An,Chengqing Yu,Yujie Li,Yongjun Xu

关键词:时空知识,时序预测

33 Carbon-Bench: A Forty-year Global-scale Benchmark Dataset for Carbon Forecasting in Forest Ecosystems

链接https://neurips.cc/virtual/2025/poster/121701

作者:Zhihao Wang,Yiqun Xie,Lei Ma,George Hurtt,Xiaowei Jia,Yanhua Li,Ruohan Li,Zhili Li,Shuo Xu

关键词:森林生态系统预测,benchmark

34 Bubbleformer: Forecasting Boiling with Transformers

链接https://neurips.cc/virtual/2025/poster/121854

arXivhttps://arxiv.org/abs/2507.21244

作者:Sheikh Md Shakeel Hassan,Xianwei Zou,Akash Dhruv,Aparna Chandramowlishwaran

关键词:沸腾预测,沸腾模拟

35 OCEANBENCH: A BENCHMARK FOR DATA-DRIVEN GLOBAL OCEAN FORECASTING SYSTEMS

链接https://neurips.cc/virtual/2025/poster/121394

arXivhttps://oceanbench.lab.dive.edito.eu/

作者:Anass El Aouni,Quentin Gaudel,J. Emmanuel Johnson,REGNIER Charly,Julien Le Sommer,Simon van Gennip,ronan fablet,Marie Drevillon,Yann DRILLET,Pierre Le Traon

关键词:海洋预测

36 FuXi-Ocean: A Global Ocean Forecasting System with Sub-Daily Resolution

链接https://neurips.cc/virtual/2025/poster/117603

arXivhttps://arxiv.org/abs/2506.03210

作者:Qiusheng Huang,Yuan Niu,Xiaohui Zhong,AnboyuGuo,Lei Chen,dianjun zhang,Xuefeng Zhang,Hao Li

关键词:海洋预测

37 Real-World Adverse Weather Image Restoration via Dual-Level Reinforcement Learning with High-Quality Cold Start

链接https://neurips.cc/virtual/2025/poster/119689

作者:Fuyang Liu,Jiaqi Xu,Xiaowei Hu

关键词:恶劣天气图像恢复

38 DAWP: A framework for global observation forecasting via Data Assimilation and Weather Prediction in satellite observation space

链接https://neurips.cc/virtual/2025/poster/120074

作者:Junchao Gong,Jingyi Xu,Ben Fei,Fenghua Ling,zhangwenlong,Kun Chen,Wanghan Xu,Weidong Yang,Xiaokang Yang,LEI BAI

关键词:天气预报

39 LoRA-EnVar: Parameter-Efficient Hybrid Ensemble Variational Assimilation for Weather Forecasting

链接https://neurips.cc/virtual/2025/poster/115029

作者:Yi Xiao,Hang Fan,Kun Chen,Ye Cao,Ben Fei,Wei Xue,LEI BAI

关键词:天气预报,LoRA

40 Elucidated Rolling Diffusion Models for Probabilistic Weather Forecasting

链接https://neurips.cc/virtual/2025/poster/118335

arXivhttps://arxiv.org/abs/2506.20024

作者:Salva Rühling Cachay,Miika Aittala,Karsten Kreis,Noah Brenowitz,Arash Vahdat,Morteza Mardani,Rose Yu

关键词:天气预报,扩散模型

41 Mesh Interpolation Graph Network for Dynamic and Spatially Irregular Global Weather Forecasting

链接https://neurips.cc/virtual/2025/poster/118962

作者:Zinan Zheng,Yang Liu,Jia Li

关键词:天气预报,网格插值图网络

42 RadarQA: Multi-modal Quality Analysis of Weather Radar Forecasts

链接https://neurips.cc/virtual/2025/poster/117566

arXivhttps://arxiv.org/abs/2508.12291

作者:Xuming He,Zhiyuan You,Junchao Gong,Couhua Liu,Xiaoyu Yue,Peiqin Zhuang,zhangwenlong,LEI BAI

关键词:天气预报分析,多模态大模型

43 Eulerian Neural Network Informed by Chemical Transport for Air Quality Forecasting

链接https://neurips.cc/virtual/2025/poster/119538

作者:Xukai Zhang,Shuliang Wang,Guangyin Jin,Ziqiang Yuan,Hanning Yuan,Sijie Ruan

关键词:空气质量预测

44 Causal Climate Emulation with Bayesian Filtering

链接https://neurips.cc/virtual/2025/poster/117388

arXivhttps://arxiv.org/abs/2506.09891

作者:Sebastian Hickman,Ilija Trajković,Julia Kaltenborn,Francis Pelletier,Alex Archibald,Yaniv Gurwicz,Peer Nowack,David Rolnick,Julien Boussard

关键词:气候变化模型,贝叶斯过滤

45 Learning Urban Climate Dynamics via Physics-Guided Urban Surface–Atmosphere Interactions

链接https://neurips.cc/virtual/2025/poster/116588

作者:Jiyang Xia,Fenghua Ling,Zhenhui Jessie Li,Junjie Yu,Hongliang Zhang,David Topping,LEI BAI,Zhonghua Zheng

关键词:城市气候预测

46 RiverMamba: A State Space Model for Global River Discharge and Flood Forecasting

链接https://neurips.cc/virtual/2025/poster/118456

arXivhttps://arxiv.org/abs/2505.22535

作者:Mohamad Hakam Shams Eddin,Yikui Zhang,Stefan Kollet,Jürgen Gall

关键词:河流流量预测,Mamba

47 SIFusion: A Unified Fusion Framework for Multi-granularity Arctic Sea Ice Forecasting

链接https://neurips.cc/virtual/2025/poster/119730

arXivhttps://arxiv.org/abs/2410.14732

作者:Jingyi Xu,Shengnan Wang,Weidong Yang,Keyi Liu,Yeqi Luo,Ben Fei,LEI BAI

关键词:海冰浓度预测

48 Towards Predicting Any Human Trajectory In Context

链接https://neurips.cc/virtual/2025/poster/115894

arXivhttps://arxiv.org/abs/2506.00871

作者:Ryo Fujii,Hideo Saito,Ryo Hachiuma

关键词:行人轨迹预测

49 Future-Aware End-to-End Driving: Bidirectional Modeling of Trajectory Planning and Scene Evolution

链接https://neurips.cc/virtual/2025/poster/119039

作者:Bozhou Zhang,Nan Song,jingyu li,Xiatian Zhu,Jiankang Deng,Li Zhang

关键词:自动驾驶,轨迹规划

50 STSBench: A Spatio-temporal Scenario Benchmark for Multi-modal Large Language Models in Autonomous Driving

链接https://neurips.cc/virtual/2025/poster/121664

arXivhttps://arxiv.org/abs/2506.06218

作者:Christian Fruhwirth-Reisinger,Dušan Malić,Wei Lin,David Schinagl,Samuel Schulter,Horst Possegger

关键词:自动驾驶,时空场景,多模态大模型,benchmark

51 PSI: A Benchmark for Human Interpretation and Response in Traffic Interactions

链接https://neurips.cc/virtual/2025/poster/121383

作者:TAOTAO JING,Tina Chen,Renran Tian,Yaobin Chen,Joshua Domeyer,Heishiro Toyoda,Rini Sherony,Zhengming Ding

关键词:自动驾驶,行人意图建模

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