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 / 265 papers shown

Title
Where Would I Go Next? Large Language Models as Human Mobility Predictors Xinglei Wang Meng Fang Zichao Zeng Tao Cheng 42 57 0 29 Aug 2023
A Survey on Large Language Model based Autonomous Agents Lei Wang Chengbang Ma Xueyang Feng Zeyu Zhang Hao-ran Yang ... Xu Chen Yankai Lin Wayne Xin Zhao Zhewei Wei Ji-Rong Wen LLMAG AI4CE LM&Ro 75 1,254 0 22 Aug 2023
Instruction Tuning for Large Language Models: A Survey Shengyu Zhang Linfeng Dong Xiaoya Li Sen Zhang Xiaofei Sun ... Jiwei Li Runyi Hu Tianwei Zhang Leilei Gan Guoyin Wang LM&MA 75 589 0 21 Aug 2023
Cross-city Few-Shot Traffic Forecasting via Traffic Pattern Bank Zhanyu Liu Guanjie Zheng Yanwei Yu AI4TS 51 32 0 17 Aug 2023
TEST: Text Prototype Aligned Embedding to Activate LLM's Ability for Time Series Chenxi Sun Hongyan Li Yaliang Li linda Qiao AI4TS 75 122 0 16 Aug 2023
ToolLLM: Facilitating Large Language Models to Master 16000+ Real-world APIs Yujia Qin Shi Liang Yining Ye Kunlun Zhu Lan Yan ... Jie Zhou Mark B. Gerstein Dahai Li Zhiyuan Liu Maosong Sun CLL ALM LLMAG ELM LM&MA 169 684 0 31 Jul 2023
TrafficSafetyGPT: Tuning a Pre-trained Large Language Model to a Domain-Specific Expert in Transportation Safety Ou Zheng Mohamed Abdel-Aty Dongdong Wang Chenzhu Wang Shengxuan Ding 54 22 0 28 Jul 2023
LightPath: Lightweight and Scalable Path Representation Learning Sean Bin Yang Jilin Hu Chenjuan Guo B. Yang Christian S. Jensen 57 28 0 19 Jul 2023
Llama 2: Open Foundation and Fine-Tuned Chat Models Hugo Touvron Louis Martin Kevin R. Stone Peter Albert Amjad Almahairi ... Sharan Narang Aurelien Rodriguez Robert Stojnic Sergey Edunov Thomas Scialom AI4MH ALM 267 11,791 0 18 Jul 2023
GeoGPT: Understanding and Processing Geospatial Tasks through An Autonomous GPT Yifan Zhang Cheng Wei Shangyou Wu Zhengting He Wenhao Yu 77 31 0 16 Jul 2023
VELMA: Verbalization Embodiment of LLM Agents for Vision and Language Navigation in Street View Raphael Schumann Wanrong Zhu Weixi Feng Tsu-Jui Fu Stefan Riezler William Yang Wang LM&Ro 50 67 0 12 Jul 2023
BeaverTails: Towards Improved Safety Alignment of LLM via a Human-Preference Dataset Jiaming Ji Mickel Liu Juntao Dai Xuehai Pan Chi Zhang Ce Bian Chi Zhang Ruiyang Sun Yizhou Wang Yaodong Yang ALM 84 480 0 10 Jul 2023
Evaluating the Effectiveness of Large Language Models in Representing Textual Descriptions of Geometry and Spatial Relations Yu Ji Song Gao 55 18 0 05 Jul 2023
All in One: Multi-task Prompting for Graph Neural Networks Xiangguo Sun Hongtao Cheng Jia Li Bo Liu Jihong Guan LLMAG AI4CE 69 138 0 04 Jul 2023
RSPrompter: Learning to Prompt for Remote Sensing Instance Segmentation based on Visual Foundation Model Keyan Chen Chenyang Liu Hao Chen Haotian Zhang Wenyuan Li Zhengxia Zou Z. Shi VLM 64 213 0 28 Jun 2023
When Foundation Model Meets Federated Learning: Motivations, Challenges, and Future Directions Weiming Zhuang Chen Chen Lingjuan Lyu Chong Chen Yaochu Jin Lingjuan Lyu AIFin AI4CE 147 95 0 27 Jun 2023
A Preference-aware Meta-optimization Framework for Personalized Vehicle Energy Consumption Estimation Siqi Lai Weijia Zhang Hao Liu 31 5 0 26 Jun 2023
A Survey on Multimodal Large Language Models Shukang Yin Chaoyou Fu Sirui Zhao Ke Li Xing Sun Tong Xu Enhong Chen MLLM LRM 98 580 0 23 Jun 2023
UUKG: Unified Urban Knowledge Graph Dataset for Urban Spatiotemporal Prediction Yansong Ning Hao Liu Hao Wang Zhenyu Zeng Hui Xiong AI4TS 39 24 0 20 Jun 2023
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting Vijayabharathi Ekambaram Arindam Jati Nam H. Nguyen Phanwadee Sinthong Jayant Kalagnanam AI4TS 95 150 0 14 Jun 2023
Can ChatGPT Enable ITS? The Case of Mixed Traffic Control via Reinforcement Learning Michael Villarreal Bibek Poudel Weizi Li 45 24 0 13 Jun 2023
QUERT: Continual Pre-training of Language Model for Query Understanding in Travel Domain Search Jian Xie Yidan Liang Jingping Liu Yanghua Xiao Baohua Wu Shenghua Ni VLM LRM 59 9 0 11 Jun 2023
K2: A Foundation Language Model for Geoscience Knowledge Understanding and Utilization Cheng Deng Tianhang Zhang Zhongmou He Yi Xu Qiyuan Chen ... Weinan Zhang Xinbing Wang Cheng Zhou Zhouhan Lin Junxian He ALM 59 63 0 08 Jun 2023
LLaVA-Med: Training a Large Language-and-Vision Assistant for Biomedicine in One Day Chunyuan Li Cliff Wong Sheng Zhang Naoto Usuyama Haotian Liu Jianwei Yang Tristan Naumann Hoifung Poon Jianfeng Gao LM&MA MedIm 95 759 0 01 Jun 2023
GPT4GEO: How a Language Model Sees the World's Geography Jonathan Roberts Timo Lüddecke Sowmen Das Kai Han Samuel Albanie 44 63 0 30 May 2023
TransWorldNG: Traffic Simulation via Foundation Model Dingsu Wang Xuhong Wang Liang Chen Shengyue Yao Mi Jing Honghai Li Li Li Shiqiang Bao Feiyue Wang Yilun Lin 35 13 0 25 May 2023
Building Transportation Foundation Model via Generative Graph Transformer Xuhong Wang Ding Wang Liang Chen Yilun Lin AI4CE 35 23 0 24 May 2023
Towards Human-AI Collaborative Urban Science Research Enabled by Pre-trained Large Language Models Jiayi Fu Haoying Han Xing Su Chao Fan AI4CE 42 11 0 19 May 2023
VisionLLM: Large Language Model is also an Open-Ended Decoder for Vision-Centric Tasks Wen Wang Zhe Chen Xiaokang Chen Jiannan Wu Xizhou Zhu ... Ping Luo Tong Lu Jie Zhou Yu Qiao Jifeng Dai MLLM VLM 64 481 0 18 May 2023
A Survey on Time-Series Pre-Trained Models Qianli Ma Ziqiang Liu Zhenjing Zheng Ziyang Huang Siying Zhu Zhongzhong Yu James T. Kwok AI4TS 64 52 0 18 May 2023
Tree of Thoughts: Deliberate Problem Solving with Large Language Models Shunyu Yao Dian Yu Jeffrey Zhao Izhak Shafran Thomas Griffiths Yuan Cao Karthik Narasimhan LM&Ro LRM AI4CE 129 1,913 0 17 May 2023
CSP: Self-Supervised Contrastive Spatial Pre-Training for Geospatial-Visual Representations Gengchen Mai Ni Lao Yutong He Jiaming Song Stefano Ermon 112 63 0 01 May 2023
mPLUG-Owl: Modularization Empowers Large Language Models with Multimodality Qinghao Ye Haiyang Xu Guohai Xu Jiabo Ye Ming Yan ... Junfeng Tian Qiang Qi Ji Zhang Feiyan Huang Jingren Zhou VLM MLLM 265 945 0 27 Apr 2023
DiffTraj: Generating GPS Trajectory with Diffusion Probabilistic Model Yuanshao Zhu Yongchao Ye Shiyao Zhang Xiangyu Zhao James Jianqiao Yu 80 43 0 23 Apr 2023
W-MAE: Pre-trained weather model with masked autoencoder for multi-variable weather forecasting Xin Man Chenghong Zhang Jin Feng Changyu Li Jie Shao AI4Cl 79 25 0 18 Apr 2023
Visual Instruction Tuning Haotian Liu Chunyuan Li Qingyang Wu Yong Jae Lee SyDa VLM MLLM 427 4,678 0 17 Apr 2023
Tool Learning with Foundation Models Yujia Qin Shengding Hu Yankai Lin Weize Chen Ning Ding ... Cheng Yang Tongshuang Wu Heng Ji Zhiyuan Liu Maosong Sun 84 209 0 17 Apr 2023
On the Opportunities and Challenges of Foundation Models for Geospatial Artificial Intelligence Gengchen Mai Weiming Huang Jin Sun Suhang Song Deepak Mishra ... Yingjie Hu Chris Cundy Ziyuan Li Rui Zhu Ni Lao AI4CE 68 130 0 13 Apr 2023
Road Network Representation Learning: A Dual Graph based Approach Li Zhang Cheng Long AI4TS GNN 74 13 0 13 Apr 2023
Open-TransMind: A New Baseline and Benchmark for 1st Foundation Model Challenge of Intelligent Transportation Yifeng Shi Feng Lv Xinliang Wang Chunlong Xia Shaojie Li Shu-Zhen Yang Teng Xi Gang Zhang VLM 88 13 0 12 Apr 2023
chatClimate: Grounding Conversational AI in Climate Science S. Vaghefi Qian Wang V. Muccione Jingwei Ni Mathias Kraus ... Tobias Schimanski Chiara Colesanti-Senni Nicolas Webersinke Christrian Huggel Markus Leippold KELM AI4MH HILM 83 70 0 11 Apr 2023
A Billion-scale Foundation Model for Remote Sensing Images Keumgang Cha Junghoon Seo Taekyung Lee 75 70 0 11 Apr 2023
Towards Automated Urban Planning: When Generative and ChatGPT-like AI Meets Urban Planning Dongjie Wang Chang-Tien Lu Yanjie Fu AI4CE 45 27 0 08 Apr 2023
FengWu: Pushing the Skillful Global Medium-range Weather Forecast beyond 10 Days Lead Kan Chen Tao Han Junchao Gong Lei Bai Fenghua Ling ... Rui Su Yuanzheng Ci Bin Li Xiaokang Yang Wanli Ouyang AI4Cl AI4CE 162 182 0 06 Apr 2023
Segment Anything A. Kirillov Eric Mintun Nikhila Ravi Hanzi Mao Chloe Rolland ... Spencer Whitehead Alexander C. Berg Wan-Yen Lo Piotr Dollár Ross B. Girshick MLLM VLM 306 7,213 0 05 Apr 2023
Selective Knowledge Sharing for Privacy-Preserving Federated Distillation without A Good Teacher Jiawei Shao Fangzhao Wu Jun Zhang FedML 57 28 0 04 Apr 2023
HuggingGPT: Solving AI Tasks with ChatGPT and its Friends in Hugging Face Yongliang Shen Kaitao Song Xu Tan Dongsheng Li Weiming Lu Yueting Zhuang MLLM 104 884 0 30 Mar 2023
Data-centric Artificial Intelligence: A Survey Daochen Zha Zaid Pervaiz Bhat Kwei-Herng Lai Fan Yang Zhimeng Jiang Shaochen Zhong Xia Hu 78 204 0 17 Mar 2023
GPT-4 Technical Report OpenAI OpenAI OpenAI Josh Achiam Steven Adler Sandhini Agarwal Lama Ahmad ... Shengjia Zhao Tianhao Zheng Juntang Zhuang William Zhuk Barret Zoph LLMAG MLLM 1.1K 14,179 0 15 Mar 2023
TimeMAE: Self-Supervised Representations of Time Series with Decoupled Masked Autoencoders Mingyue Cheng Qi Liu Zhiding Liu Haotong Zhang Rujiao Zhang Enhong Chen AI4TS 64 47 0 01 Mar 2023