NeurIPS 2024于2024年12月10号-12月15号在加拿大温哥华举行（Vancouver, Canada）,录取率25.8%

本文总结了NeurIPS 2024有关时空数据（spatial-temporal data）的相关论文，主要包含气象预测，时空插补，轨迹生成，交通模拟，信控优化，异常检测以及LLM在时空数据的应用等内容，如有疏漏，欢迎大家补充。

时空数据Topic：气象预测，时空插补，轨迹生成，交通模拟，信控优化，异常检测以及LLM在时空数据的应用等内容。总计20篇，其中正会12篇，D&B Track8篇

1. [Oral] Get Rid of Isolation: A Continuous Multi-task Spatio-Temporal Learning Framework
2. [Spoatlight] DiffLight: A Partial Rewards Conditioned Diffusion Model for Traffic Signal Control with Missing Data
3. Mobility-LLM: Learning Visiting Intentions and Travel Preference from Human Mobility Data with Large Language Models
4. Addressing Spatial-Temporal Heterogeneity: General Mixed Time Series Analysis via Latent Continuity Recovery and Alignment
5. Causal Deciphering and Inpainting in Spatio-Temporal Dynamics via Diffusion Model
6. Generating Origin-Destination Matrices in Neural Spatial Interaction Models
7. Language-Driven Interactive Traffic Trajectory Generation
8. NetworkGym: Reinforcement Learning Environments for Multi-Access Traffic Management in Network Simulation
9. Sample-efficient Simulation-based Inference for Urban Travel Demand Calibration
10. Large Language Models as Urban Residents: An LLM Agent Framework for Personal Mobility Generation
11. Learning from Highly Sparse Spatio-temporal Data
12. UrbanKGent: A Unified Large Language Model Agent Framework for Urban Knowledge Graph Construction

D&B Track

13. LogiCity: Advancing Neuro-Symbolic AI with Abstract Urban Simulation
14. TorchSpatial: A Location Encoding Framework and Benchmark for Spatial Representation Learning
15. FT-AED: Benchmark Dataset for Early Freeway Traffic Anomalous Event Detection
16. Terra: A Multimodal Spatio-Temporal Dataset Spanning the Earth
17. UrbanDataLayer: A Unified Data Pipeline for Urban Science
18. [Oral] ChaosBench: A Multi-Channel, Physics-Based Benchmark for Subseasonal-to-Seasonal Climate Prediction
19. SolarCube: An Integrative Benchmark Dataset Harnessing Satellite and In-situ Observations for Large-scale Solar Energy Forecasting
20. [Spotlight] GeoLife: Spacial Plant Species Prediction Dataset

1 [Oral] Get Rid of Isolation: A Continuous Multi-task Spatio-Temporal Learning Framework

链接：https://nips.cc/virtual/2024/poster/93311

作者：Zhongchao Yi, Zhengyang Zhou, Qihe Huang, Yanjiang Chen, Liheng Yu, Xu Wang, Yang Wang

关键词：多任务，持续学习

2 [Spoatlight] DiffLight: A Partial Rewards Conditioned Diffusion Model for Traffic Signal Control with Missing Data

链接：https://nips.cc/virtual/2024/poster/96278

作者：Hanyang Chen, Yang Jiang, Shengnan Guo, Xiaowei Mao, Youfang Lin, Huaiyu Wan

关键词：信控优化，扩散模型

3 Mobility-LLM: Learning Visiting Intentions and Travel Preference from Human Mobility Data with Large Language Models

链接：https://neurips.cc/virtual/2024/poster/96914

作者：Letian Gong · Yan Lin · Xinyue Zhang · Yiwen Lu · Xuedi Han · Yichen Liu · Shengnan Guo · Youfang Lin · Huaiyu Wan

关键词：基于位置服务，LLM

2-3的模型图和信息来源于：实验室8篇学术论文被人工智能顶会NeurlPS 2024录用

4 Addressing Spatial-Temporal Heterogeneity: General Mixed Time Series Analysis via Latent Continuity Recovery and Alignment

链接：https://nips.cc/virtual/2024/poster/96039

作者：Jiawei Chen, 春晖 赵

关键词：时空异质性，对齐，恢复

5 Causal Deciphering and Inpainting in Spatio-Temporal Dynamics via Diffusion Model

链接：https://nips.cc/virtual/2024/poster/96868

作者：Yifan Duan, Jian Zhao, pengcheng, Junyuan Mao, Hao Wu, Jingyu Xu, shilong wang, Caoyuan Ma, Kai Wang, Kun Wang, Xuelong Li

关键词：因果，扩散模型

6 Generating Origin-Destination Matrices in Neural Spatial Interaction Models

链接：https://nips.cc/virtual/2024/poster/94266

作者：Ioannis Zachos, Mark Girolami, Theodoros Damoulas

关键词：OD矩阵生成

7 Language-Driven Interactive Traffic Trajectory Generation

链接：https://nips.cc/virtual/2024/poster/96845

arXiv: https://arxiv.org/abs/2405.15388

代码：https://github.com/X1a-jk/InteractTraj.git

作者：Junkai XIA, Chenxin Xu, Qingyao Xu, Yanfeng Wang, Siheng Chen

关键词：轨迹生成，语言模型

8 NetworkGym: Reinforcement Learning Environments for Multi-Access Traffic Management in Network Simulation

链接：https://nips.cc/virtual/2024/poster/97863

作者：Momin Haider, Ming Yin, Menglei Zhang, Arpit Gupta, Jing Zhu, Yu-Xiang Wang

关键词：交通模拟，强化学习

9 Sample-efficient Simulation-based Inference for Urban Travel Demand Calibration

链接：https://nips.cc/virtual/2024/poster/94187

作者：Sam Griesemer, Defu Cao, Zijun Cui, Carolina Osorio, Yan Liu

关键词：城市交通需求校准推理

10 Large Language Models as Urban Residents: An LLM Agent Framework for Personal Mobility Generation

链接：https://nips.cc/virtual/2024/poster/96855

arXiv: https://arxiv.org/abs/2402.14744

作者：WANG JIAWEI, Renhe Jiang, Chuang Yang, Zengqing Wu, makoto onizuka, Ryosuke Shibasaki, Noboru Koshizuka, Chuan Xiao

关键词：轨迹生成，LLM

AI论文速读 | 大语言模型作为城市居民——利用LLM智能体框架生成人类移动轨迹

11 Learning from Highly Sparse Spatio-temporal Data

链接：https://nips.cc/virtual/2024/poster/93436

作者：Leyan Deng, Chenwang Wu, Defu Lian, Enhong Chen

关键词：稀疏性，插补

12 UrbanKGent: A Unified Large Language Model Agent Framework for Urban Knowledge Graph Construction

链接：https://nips.cc/virtual/2024/poster/95400

arXiv: https://arxiv.org/abs/2402.06861

代码：https://github.com/usail-hkust/UrbanKGent

作者：Yansong Ning, Hao Liu

关键词：城市知识图谱构建

D&B Track

13 LogiCity: Advancing Neuro-Symbolic AI with Abstract Urban Simulation

链接：https://nips.cc/virtual/2024/poster/97738

Demo：https://jaraxxus-me.github.io/LogiCity/

作者：Bowen Li, Zhaoyu Li, Qiwei Du, Jinqi Luo, Wenshan Wang, Yaqi Xie, Simon Stepputtis, Chen Wang, Katia Sycara, Pradeep Ravikumar, Alexander Gray, Xujie Si, Sebastian Scherer

关键词：城市模拟，神经符号

14 TorchSpatial: A Location Encoding Framework and Benchmark for Spatial Representation Learning

链接：https://nips.cc/virtual/2024/poster/97807

arXiv: https://arxiv.org/abs/2406.15658

代码：https://github.com/seai-lab/TorchSpatial

作者：Nemin Wu · Qian Cao · Zhangyu Wang · Zeping Liu · Yanlin Qi · Jielu Zhang · Joshua Ni · X. Yao · Hongxu Ma · Lan Mu · Stefano Ermon · Tanuja Ganu · Akshay Nambi · Ni Lao · Gengchen Mai

关键词：空间表示学习

15 FT-AED: Benchmark Dataset for Early Freeway Traffic Anomalous Event Detection

链接：https://nips.cc/virtual/2024/poster/97562

arXiv: https://arxiv.org/abs/2406.15283

代码：https://acoursey3.github.io/ft-aed/

作者：Austin Coursey · Junyi Ji · Marcos Quinones Grueiro · William Barbour · Yuhang Zhang · Tyler Derr · Gautam Biswas · Daniel Work

关键词：异常检测，数据集

16 Terra: A Multimodal Spatio-Temporal Dataset Spanning the Earth

链接：https://nips.cc/virtual/2024/poster/97768

作者：Wei Chen · Xixuan Hao · Yuankai Wu · Yuxuan Liang

关键词：地球气象数据集，多模态

17 UrbanDataLayer: A Unified Data Pipeline for Urban Science

链接：https://nips.cc/virtual/2024/poster/97837

作者：Yiheng Wang · Tianyu Wang · YuYing Zhang · Hongji Zhang · Haoyu Zheng · Guanjie Zheng · Linghe Kong

关键词：流水线，城市科学

18 [Oral] ChaosBench: A Multi-Channel, Physics-Based Benchmark for Subseasonal-to-Seasonal Climate Prediction

链接：https://neurips.cc/virtual/2024/oral/98017

arXiv: https://arxiv.org/abs/2402.00712

Demo：https://leap-stc.github.io/ChaosBench/

作者：Juan Nathaniel · Yongquan Qu · Tung Nguyen · Sungduk Yu · Julius Busecke · Aditya Grover · Pierre Gentine

关键词：气候预测，Benchmark

19 SolarCube: An Integrative Benchmark Dataset Harnessing Satellite and In-situ Observations for Large-scale Solar Energy Forecasting

链接：https://neurips.cc/virtual/2024/poster/97653

代码： https://github.com/Ruohan-Li/SolarCube

作者：Ruohan Li · Yiqun Xie · Xiaowei Jia · Dongdong Wang · Yanhua Li · Yingxue Zhang · Zhihao Wang · Zhili Li

关键词：太阳能预测，benchmark

20 [Spotlight] GeoLife: Spacial Plant Species Prediction Dataset

链接：https://arxiv.org/abs/2308.05121

Kaggle： https://www.kaggle.com/competitions/geolifeclef-2023-lifeclef-2023-x-fgvc10/

作者：Lukas Picek · Christophe Botella · Maximilien Servajean · César Leblanc · Rémi Palard · Theo Larcher · Benjamin Deneu · Diego Marcos · Pierre Bonnet · alexis joly

关键词：生态分布预测，物种多样性

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