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"

28 / 28 papers shown

Title
Urban Computing in the Era of Large Language Models Zhonghang Li Lianghao Xia Xubin Ren J. Tang Tianyi Chen Yong-mei Xu C. Huang 43 0 0 02 Apr 2025
AllSpark: A Multimodal Spatio-Temporal General Intelligence Model with Ten Modalities via Language as a Reference Framework Run Shao Cheng Yang Qiujun Li Qing Zhu Yongjun Zhang ... Yu Liu Yong Tang Dapeng Liu Shizhong Yang Haifeng Li 72 0 0 08 Jan 2025
Exploring Large Language Models for Human Mobility Prediction under Public Events Yuebing Liang Yichao Liu Xiaohan Wang Zhan Zhao 89 11 0 29 Nov 2023
Optimizing and Fine-tuning Large Language Model for Urban Renewal Xi Wang Xianyao Ling Tom Zhang Xuecao Li Shaolan Wang Zhixing Li Liang Zhang Peng Gong 31 7 0 27 Nov 2023
One Fits All: Universal Time Series Analysis by Pretrained LM and Specially Designed Adaptors Tian Zhou Peisong Niu Xue Wang Liang Sun Rong Jin AI4TS 31 2 0 24 Nov 2023
PT-Tuning: Bridging the Gap between Time Series Masked Reconstruction and Forecasting via Prompt Token Tuning Hao Liu Jinrui Gan Xiaoxuan Fan Yi Zhang Chuanxian Luo ... Guangxin Jiang Yucheng Qian Changwei Zhao Huan Ma Zhenyu Guo AI4TS 26 2 0 07 Nov 2023
GPT-ST: Generative Pre-Training of Spatio-Temporal Graph Neural Networks Zhonghang Li Lianghao Xia Yong-mei Xu Chao Huang AI4TS AI4CE 43 6 0 07 Nov 2023
Machine Learning for Urban Air Quality Analytics: A Survey Jindong Han Weijiao Zhang Hao Liu Hui Xiong AI4CE 43 4 0 14 Oct 2023
LanguageMPC: Large Language Models as Decision Makers for Autonomous Driving Hao Sha Yao Mu Yuxuan Jiang Li Chen Chenfeng Xu Ping Luo Shengbo Eben Li Masayoshi Tomizuka Wei Zhan Mingyu Ding 56 79 0 04 Oct 2023
PromptST: Prompt-Enhanced Spatio-Temporal Multi-Attribute Prediction Zijian Zhang Xiangyu Zhao Qidong Liu Chunxu Zhang Qian Ma Wanyu Wang Hongwei Zhao Yiqi Wang Zitao Liu AI4TS 46 3 0 18 Sep 2023
SAMRS: Scaling-up Remote Sensing Segmentation Dataset with Segment Anything Model Di Wang Jing Zhang Bo Du Minqiang Xu Lin Liu Dacheng Tao L. Zhang 75 52 0 03 May 2023
CSP: Self-Supervised Contrastive Spatial Pre-Training for Geospatial-Visual Representations Gengchen Mai Ni Lao Yutong He Jiaming Song Stefano Ermon 38 30 0 01 May 2023
Scale-MAE: A Scale-Aware Masked Autoencoder for Multiscale Geospatial Representation Learning Colorado Reed Ritwik Gupta Shufan Li S. Brockman Christopher Funk Brian Clipp Kurt Keutzer Salvatore Candido M. Uyttendaele Trevor Darrell 79 93 0 30 Dec 2022
SpaBERT: A Pretrained Language Model from Geographic Data for Geo-Entity Representation Zekun Li Jina Kim Yao-Yi Chiang Muhao Chen 41 17 0 21 Oct 2022
Practical Adversarial Attacks on Spatiotemporal Traffic Forecasting Models F. Liu Haowen Liu Wenzhao Jiang OOD 35 22 0 05 Oct 2022
Leveraging Language Foundation Models for Human Mobility Forecasting Hao Xue Bhanu Prakash Voutharoja Flora D. Salim AI4TS 73 44 0 11 Sep 2022
Large Language Models are Zero-Shot Reasoners Takeshi Kojima S. Gu Machel Reid Yutaka Matsuo Yusuke Iwasawa ReLM LRM 264 2,712 0 24 May 2022
Model Reprogramming: Resource-Efficient Cross-Domain Machine Learning Pin-Yu Chen VLM 56 40 0 22 Feb 2022
Domain Adversarial Spatial-Temporal Network: A Transferable Framework for Short-term Traffic Forecasting across Cities Yihong Tang Ao Qu A. Chow W. Lam S. Wong Wei-Ying Ma AI4TS 48 31 0 08 Feb 2022
CoST: Contrastive Learning of Disentangled Seasonal-Trend Representations for Time Series Forecasting Gerald Woo Chenghao Liu Doyen Sahoo Akshat Kumar Steven C. H. Hoi AI4TS 85 357 0 03 Feb 2022
Masked Autoencoders Are Scalable Vision Learners Kaiming He Xinlei Chen Saining Xie Yanghao Li Piotr Dollár Ross B. Girshick ViT TPM 233 5,353 0 11 Nov 2021
Attention Augmented Convolutional Transformer for Tabular Time-series Sharath M. Shankaranarayana D. Runje LMTD AI4TS 23 7 0 05 Oct 2021
Region Invariant Normalizing Flows for Mobility Transfer Vinayak Gupta Srikanta J. Bedathur 27 10 0 13 Sep 2021
The Power of Scale for Parameter-Efficient Prompt Tuning Brian Lester Rami Al-Rfou Noah Constant VPVLM 252 2,999 0 18 Apr 2021
Multi-Time Attention Networks for Irregularly Sampled Time Series Satya Narayan Shukla Benjamin M. Marlin AI4TS 75 142 0 25 Jan 2021
Scaling Laws for Neural Language Models Jared Kaplan Sam McCandlish T. Henighan Tom B. Brown B. Chess R. Child Scott Gray Alec Radford Jeff Wu Dario Amodei 212 3,054 0 23 Jan 2020
Using Deep Learning and Google Street View to Estimate the Demographic Makeup of the US Timnit Gebru J. Krause Yilun Wang Duyun Chen Jia Deng Erez Aiden Lieberman Li Fei-Fei HAI 53 377 0 22 Feb 2017
Efficient Estimation of Word Representations in Vector Space Tomáš Mikolov Kai Chen G. Corrado J. Dean 3DV 212 29,632 0 16 Jan 2013