Towards Urban General Intelligence: A Review and Outlook of Urban Foundation Models

30 January 2024

Papers citing "Towards Urban General Intelligence: A Review and Outlook of Urban Foundation Models"

50 / 264 papers shown

Title
Reimagining Urban Science: Scaling Causal Inference with Large Language Models Yutong Xia Ao Qu Yunhan Zheng Yihong Tang Dingyi Zhuang ... Cathy Wu Roger Zimmermann Lijun Sun Roger Zimmermann Jinhua Zhao AI4CE 295 1 0 15 Apr 2025
Urban Computing in the Era of Large Language Models Zhonghang Li Lianghao Xia Xubin Ren J. Tang Tianyi Chen Yong-mei Xu Chenyu Huang 171 0 0 02 Apr 2025
A Survey of Large Language Models for Healthcare: from Data, Technology, and Applications to Accountability and Ethics Kai He Rui Mao Qika Lin Yucheng Ruan Xiang Lan Mengling Feng Min Zhang LM&MA AILaw 190 168 0 28 Jan 2025
MM-Path: Multi-modal, Multi-granularity Path Representation Learning -- Extended Version Ronghui Xu Hanyin Cheng Chenjuan Guo Hongfan Gao Jiaxi Hu Sean Bin Yang Bin Yang 122 5 0 03 Jan 2025
Instruction-Tuning Llama-3-8B Excels in City-Scale Mobility Prediction Peizhi Tang Chuang Yang Tong Xing Xiaohang Xu Renhe Jiang Kaoru Sezaki 150 2 0 31 Oct 2024
FoMo: A Foundation Model for Mobile Traffic Forecasting with Diffusion Model Haoye Chai Shiyuan Zhang Xiaoqian Qi Yong Li 98 1 0 20 Oct 2024
Meta-Transfer Learning Empowered Temporal Graph Networks for Cross-City Real Estate Appraisal Weijia Zhang Jindong Han Hao Liu Wei Fan Haoran Wang Hui Xiong 35 1 0 11 Oct 2024
Time-MoE: Billion-Scale Time Series Foundation Models with Mixture of Experts Xiaoming Shi Shiyu Wang Yuqi Nie Dianqi Li Zhou Ye Qingsong Wen Ming Jin AI4TS 83 44 0 24 Sep 2024
URSimulator: Human-Perception-Driven Prompt Tuning for Enhanced Virtual Urban Renewal via Diffusion Models Chuanbo Hu Shan Jia Xin Li 64 1 0 22 Sep 2024
OpenCity: Open Spatio-Temporal Foundation Models for Traffic Prediction Zhonghang Li Long Xia Lei Shi Yong-mei Xu Dawei Yin Chao Huang VLM AI4TS AI4CE 61 9 0 16 Aug 2024
Urban Region Pre-training and Prompting: A Graph-based Approach Jiahui Jin Yifan Song Dong Kan Haojia Zhu Xiangguo Sun Zhicheng Li Xigang Sun Jinghui Zhang AI4TS AI4CE 79 4 0 12 Aug 2024
Scaling LLM Test-Time Compute Optimally can be More Effective than Scaling Model Parameters Charlie Snell Jaehoon Lee Kelvin Xu Aviral Kumar LRM 143 626 0 06 Aug 2024
UrbanWorld: An Urban World Model for 3D City Generation Yu Shang Jiansheng Chen Hangyu Fan Jingtao Ding J. Feng Yong Li 87 8 0 16 Jul 2024
Fine-tuning of Geospatial Foundation Models for Aboveground Biomass Estimation Michal Muszynski Levente Klein Ademir Ferreira da Silva Anjani Prasad Atluri Carlos Gomes ... Shraddha Singh Steve Meliksetian Campbell Watson Daiki Kimura Harini Srinivasan 98 3 0 28 Jun 2024
STBench: Assessing the Ability of Large Language Models in Spatio-Temporal Analysis Wenbin Li Di Yao Ruibo Zhao Wenjie Chen Zijie Xu Chengxue Luo Chang Gong Quanliang Jing Haining Tan Jingping Bi 71 3 0 27 Jun 2024
CityBench: Evaluating the Capabilities of Large Language Models for Urban Tasks Jie Feng Jun Zhang Junbo Yan Xin Zhang Tianjian Ouyang Junbo Yan Tianhui Liu Siqi Guo Yong Li ELM 115 2 0 20 Jun 2024
CityGPT: Empowering Urban Spatial Cognition of Large Language Models Jie Feng Tianhui Liu Junbo Yan Siqi Guo Yuming Lin Yong Li 93 14 0 20 Jun 2024
Neuro-symbolic Training for Reasoning over Spatial Language Tanawan Premsri Parisa Kordjamshidi LRM NAI 64 6 0 19 Jun 2024
Bag of Tricks: Benchmarking of Jailbreak Attacks on LLMs Zhao Xu Fan Liu Hao Liu AAML 101 10 0 13 Jun 2024
Adversarial Tuning: Defending Against Jailbreak Attacks for LLMs Fan Liu Zhao Xu Hao Liu AAML 93 12 0 07 Jun 2024
GeoReasoner: Geo-localization with Reasoning in Street Views using a Large Vision-Language Model Ling Li Yu Ye Bingchuan Jiang Wei Zeng VLM LRM 51 7 0 03 Jun 2024
Tool Learning with Large Language Models: A Survey Changle Qu Sunhao Dai Xiaochi Wei Hengyi Cai Shuaiqiang Wang Dawei Yin Jun Xu Jirong Wen LLMAG 67 100 0 28 May 2024
In-context Time Series Predictor Jiecheng Lu Yan Sun Shihao Yang AI4TS 49 5 0 23 May 2024
CityGPT: Towards Urban IoT Learning, Analysis and Interaction with Multi-Agent System Qinghua Guan Jinhui Ouyang Di Wu Weiren Yu LLMAG AI4CE 63 1 0 23 May 2024
A Survey on RAG Meeting LLMs: Towards Retrieval-Augmented Large Language Models Wenqi Fan Yujuan Ding Liang-bo Ning Shijie Wang Hengyun Li Dawei Yin Tat-Seng Chua Qing Li RALM 3DV 95 227 0 10 May 2024
Traj-LLM: A New Exploration for Empowering Trajectory Prediction with Pre-trained Large Language Models Zhengxing Lan Hongbo Li Lingshan Liu Bo Fan Yisheng Lv Yilong Ren Zhiyong Cui 68 19 0 08 May 2024
WorldGPT: Empowering LLM as Multimodal World Model Zhiqi Ge Hongzhe Huang Mingze Zhou Juncheng Li Guoming Wang Siliang Tang Yueting Zhuang 60 28 0 28 Apr 2024
Continual Learning of Large Language Models: A Comprehensive Survey Haizhou Shi Zihao Xu Hengyi Wang Weiyi Qin Wenyuan Wang Yibin Wang Zifeng Wang Sayna Ebrahimi Hao Wang CLL KELM LRM 99 74 0 25 Apr 2024
Eraser: Jailbreaking Defense in Large Language Models via Unlearning Harmful Knowledge Weikai Lu Huiping Zhuang Jianwei Wang Zhengdong Lu Zelin Chen Huiping Zhuang Cen Chen MU AAML KELM 65 28 0 08 Apr 2024
Quiet-STaR: Language Models Can Teach Themselves to Think Before Speaking E. Zelikman Georges Harik Yijia Shao Varuna Jayasiri Nick Haber Noah D. Goodman LLMAG ReLM LRM 91 140 0 14 Mar 2024
LAMP: A Language Model on the Map Pasquale Balsebre Weiming Huang Gao Cong 65 7 0 14 Mar 2024
DrPlanner: Diagnosis and Repair of Motion Planners Using Large Language Models Yuanfei Lin Chenran Li Mingyu Ding Masayoshi Tomizuka Wei Zhan Matthias Althoff 45 5 0 12 Mar 2024
TPLLM: A Traffic Prediction Framework Based on Pretrained Large Language Models Yilong Ren Yue Chen Shuai Liu Boyue Wang Haiyang Yu Zhiyong Cui AI4TS 110 21 0 04 Mar 2024
PlanGPT: Enhancing Urban Planning with Tailored Language Model and Efficient Retrieval He Zhu Wenjia Zhang Nuoxian Huang Boyang Li Luyao Niu ... Yicheng Tao Junyou Su Zhaoya Gong Chenyu Fang Xing Liu LLMAG 73 10 0 29 Feb 2024
Large Language Model for Participatory Urban Planning Zhilun Zhou Yuming Lin Depeng Jin Yong Li LLMAG 66 28 0 27 Feb 2024
Generative Pretrained Hierarchical Transformer for Time Series Forecasting Zhiding Liu Jiqian Yang Mingyue Cheng Yucong Luo Zhi Li AI4TS 51 15 0 26 Feb 2024
More Than Routing: Joint GPS and Route Modeling for Refine Trajectory Representation Learning Zhipeng Ma Zheyan Tu Xinhai Chen Yan Zhang Deguo Xia Guyue Zhou Yilun Chen Yu Zheng Jiangtao Gong SSL 45 13 0 25 Feb 2024
UrbanGPT: Spatio-Temporal Large Language Models Zhonghang Li Lianghao Xia Jiabin Tang Yong-mei Xu Lei Shi Long Xia Dawei Yin Chao Huang AI4TS 69 47 0 25 Feb 2024
Large Multimodal Agents: A Survey Junlin Xie Zhihong Chen Ruifei Zhang Xiang Wan Guanbin Li LM&Ro LLMAG 60 42 0 23 Feb 2024
UniST: A Prompt-Empowered Universal Model for Urban Spatio-Temporal Prediction Yuan Yuan Jingtao Ding J. Feng Depeng Jin Yong Li AI4TS 43 61 0 19 Feb 2024
TransGPT: Multi-modal Generative Pre-trained Transformer for Transportation Peng Wang Xiang Wei Fangxu Hu Wenjuan Han 63 18 0 11 Feb 2024
UrbanKGent: A Unified Large Language Model Agent Framework for Urban Knowledge Graph Construction Yansong Ning Hao Liu LLMAG 60 4 0 10 Feb 2024
Delving into Multi-modal Multi-task Foundation Models for Road Scene Understanding: From Learning Paradigm Perspectives Sheng Luo Wei Chen Wanxin Tian Rui Liu Luanxuan Hou ... Ling Shao Yi Yang Bojun Gao Qun Li Guobin Wu 104 16 0 05 Feb 2024
Unified Training of Universal Time Series Forecasting Transformers Gerald Woo Chenghao Liu Akshat Kumar Caiming Xiong Silvio Savarese Doyen Sahoo AI4TS 135 191 0 04 Feb 2024
TimeSiam: A Pre-Training Framework for Siamese Time-Series Modeling Jiaxiang Dong Haixu Wu Yuxuan Wang Yunzhong Qiu Li Zhang Jianmin Wang Mingsheng Long AI4TS 48 15 0 04 Feb 2024
AutoTimes: Autoregressive Time Series Forecasters via Large Language Models Yong Liu Guo Qin Xiangdong Huang Jianmin Wang Mingsheng Long AI4TS 60 24 0 04 Feb 2024
TravelPlanner: A Benchmark for Real-World Planning with Language Agents Jian Xie Kai Zhang Jiangjie Chen Tinghui Zhu Renze Lou Yuandong Tian Yanghua Xiao Yu-Chuan Su LLMAG LM&Ro 108 161 0 02 Feb 2024
How Can Large Language Models Understand Spatial-Temporal Data? Lei Liu Shuo Yu Runze Wang Zhenxun Ma Yanming Shen AI4TS 41 26 0 25 Jan 2024
Large Language Model based Multi-Agents: A Survey of Progress and Challenges Taicheng Guo Preslav Nakov Yaqi Wang Ruidi Chang Shichao Pei Nitesh Chawla Olaf Wiest Xiangliang Zhang LLMAG LM&Ro AI4CE LRM 105 297 0 21 Jan 2024
Spatial-Temporal Large Language Model for Traffic Prediction Chenxi Liu Sun Yang Qianxiong Xu Zhishuai Li Cheng Long Ziyue Li Rui Zhao AI4TS 50 80 0 18 Jan 2024