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

  1. LogiCity: Advancing Neuro-Symbolic AI with Abstract Urban Simulation
  2. TorchSpatial: A Location Encoding Framework and Benchmark for Spatial Representation Learning
  3. FT-AED: Benchmark Dataset for Early Freeway Traffic Anomalous Event Detection
  4. Terra: A Multimodal Spatio-Temporal Dataset Spanning the Earth
  5. UrbanDataLayer: A Unified Data Pipeline for Urban Science
  6. [Oral] ChaosBench: A Multi-Channel, Physics-Based Benchmark for Subseasonal-to-Seasonal Climate Prediction

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

DiffLight

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

Mobility-LLM

2-3的模型图和信息来源于:https://mp.weixin.qq.com/s/OaNsoJt7Zse0ySzcya9whA

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

InteractTraj

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

LLMob

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

UrbanKGent

D&B Track

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

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

Demohttps://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

TorchSpatial Overall Framework

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

FT-AED

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

Demohttps://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

ChaosBench

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://neurips.cc/virtual/2024/poster/97777

arXivhttps://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

GeoLifeCLEF

相关链接

NeurIPS 24 Accepted Papers:https://neurips.cc/virtual/2024/papers.html?filter=titles

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