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
ReFT: Reasoning with Reinforced Fine-Tuning Trung Quoc Luong Xinbo Zhang Zhanming Jie Peng Sun Xiaoran Jin Hang Li OffRL LRM ReLM 58 114 0 17 Jan 2024
HiMTM: Hierarchical Multi-Scale Masked Time Series Modeling for Long-Term Forecasting Shubao Zhao Ming Jin Zhaoxiang Hou Che-Sheng Yang Zengxiang Li Qingsong Wen Yi Wang 49 2 0 10 Jan 2024
A Comprehensive Survey of Hallucination Mitigation Techniques in Large Language Models S.M. Towhidul Islam Tonmoy S. M. M. Zaman Vinija Jain Anku Rani Vipula Rawte Aman Chadha Amitava Das HILM 87 198 0 02 Jan 2024
Open-TI: Open Traffic Intelligence with Augmented Language Model Longchao Da Kuanru Liou Tiejin Chen Xuesong Zhou Xiangyong Luo Yezhou Yang Hua Wei 69 25 0 30 Dec 2023
LLMLight: Large Language Models as Traffic Signal Control Agents Siqi Lai Zhao Xu Weijiao Zhang Hao Liu Hui Xiong LLMAG 47 10 0 26 Dec 2023
Urban Generative Intelligence (UGI): A Foundational Platform for Agents in Embodied City Environment Fengli Xu Jun Zhang Chen Gao J. Feng Yong Li AI4CE LLMAG 57 30 0 19 Dec 2023
Large Foundation Models for Power Systems Chenghao Huang Siyang Li Ruohong Liu Hao Wang Yize Chen AI4CE 40 30 0 12 Dec 2023
Foundation Models for Weather and Climate Data Understanding: A Comprehensive Survey Shengchao Chen Guodong Long Jing Jiang Dikai Liu Chengqi Zhang SyDa AI4CE 71 25 0 05 Dec 2023
A Survey on Large Language Model (LLM) Security and Privacy: The Good, the Bad, and the Ugly Yifan Yao Jinhao Duan Kaidi Xu Yuanfang Cai Eric Sun Yue Zhang PILM ELM 87 519 0 04 Dec 2023
Sequential Modeling Enables Scalable Learning for Large Vision Models Yutong Bai Xinyang Geng K. Mangalam Amir Bar Alan Yuille Trevor Darrell Jitendra Malik Alexei A. Efros MLLM VLM 66 162 0 01 Dec 2023
Exploring Large Language Models for Human Mobility Prediction under Public Events Yuebing Liang Yichao Liu Xiaohan Wang Zhan Zhao 149 34 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 98 7 0 27 Nov 2023
Charting New Territories: Exploring the Geographic and Geospatial Capabilities of Multimodal LLMs Jonathan Roberts Timo Lüddecke Rehan Sheikh Kai Han Samuel Albanie MLLM 36 27 0 24 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 86 1 0 24 Nov 2023
GATGPT: A Pre-trained Large Language Model with Graph Attention Network for Spatiotemporal Imputation Yakun Chen Xianzhi Wang Guandong Xu AI4TS 72 30 0 24 Nov 2023
GeoSAM: Fine-tuning SAM with Sparse and Dense Visual Prompting for Automated Segmentation of Mobility Infrastructure Rafi Ibn Sultan Chengyin Li Hui Zhu Prashant Khanduri Marco Brocanelli Dongxiao Zhu VLM 30 3 0 19 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 123 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 116 26 0 07 Nov 2023
ForecastPFN: Synthetically-Trained Zero-Shot Forecasting Samuel Dooley Gurnoor Singh Khurana Chirag Mohapatra Siddartha Naidu Colin White AI4TS 112 65 0 03 Nov 2023
Adversarial Attacks and Defenses in Large Language Models: Old and New Threats Leo Schwinn David Dobre Stephan Günnemann Gauthier Gidel AAML ELM 59 41 0 30 Oct 2023
Foundation Models for Generalist Geospatial Artificial Intelligence Johannes Jakubik Sujit Roy C. Phillips P. Fraccaro Denys Godwin ... Hamed Alemohammad M. Maskey R. Ganti Kommy Weldemariam Rahul Ramachandran AI4CE VLM 63 102 0 28 Oct 2023
GeoLM: Empowering Language Models for Geospatially Grounded Language Understanding Zekun Li Wenxuan Zhou Yao-Yi Chiang Muhao Chen SyDa 57 28 0 23 Oct 2023
UrbanCLIP: Learning Text-enhanced Urban Region Profiling with Contrastive Language-Image Pretraining from the Web Yibo Yan Haomin Wen Siru Zhong Wei Chen Haodong Chen Qingsong Wen Roger Zimmermann Yuxuan Liang 33 57 0 22 Oct 2023
Self-RAG: Learning to Retrieve, Generate, and Critique through Self-Reflection Akari Asai Zeqiu Wu Yizhong Wang Avirup Sil Hannaneh Hajishirzi RALM 236 738 0 17 Oct 2023
Large Models for Time Series and Spatio-Temporal Data: A Survey and Outlook Ming Jin Qingsong Wen Yuxuan Liang Chaoli Zhang Siqiao Xue ... Shirui Pan Vincent S. Tseng Yu Zheng Lei Chen Hui Xiong AI4TS SyDa 84 119 0 16 Oct 2023
UniTime: A Language-Empowered Unified Model for Cross-Domain Time Series Forecasting Xu Liu Junfeng Hu Yuan N. Li Shizhe Diao Yuxuan Liang Bryan Hooi Roger Zimmermann AI4TS 75 84 0 15 Oct 2023
Machine Learning for Urban Air Quality Analytics: A Survey Jindong Han Weijiao Zhang Hao Liu Hui Xiong AI4CE 89 12 0 14 Oct 2023
A decoder-only foundation model for time-series forecasting Abhimanyu Das Weihao Kong Rajat Sen Yichen Zhou AI4TS AI4CE 96 228 0 14 Oct 2023
Penetrative AI: Making LLMs Comprehend the Physical World Huatao Xu Liying Han Qirui Yang Mo Li Mani Srivastava 60 60 0 14 Oct 2023
Large Language Models Are Zero-Shot Time Series Forecasters Nate Gruver Marc Finzi Shikai Qiu Andrew Gordon Wilson AI4TS 71 352 0 11 Oct 2023
From Supervised to Generative: A Novel Paradigm for Tabular Deep Learning with Large Language Models Xumeng Wen Han Zhang Shun Zheng Wei Xu Jiang Bian LMTD ALM 97 20 0 11 Oct 2023
GeoLLM: Extracting Geospatial Knowledge from Large Language Models Rohin Manvi Samar Khanna Gengchen Mai Marshall Burke David B. Lobell Stefano Ermon 42 50 0 10 Oct 2023
Are Large Language Models Geospatially Knowledgeable? Prabin Bhandari Antonios Anastasopoulos Dieter Pfoser LRM 40 37 0 09 Oct 2023
TEMPO: Prompt-based Generative Pre-trained Transformer for Time Series Forecasting Defu Cao Furong Jia Sercan O. Arik Tomas Pfister Yixiang Zheng Wen Ye Yan Liu AI4TS 45 128 0 08 Oct 2023
Large Language Models for Spatial Trajectory Patterns Mining Zhengwu Zhang Hossein Amiri Zhenke Liu Andreas Züfle Liang Zhao 41 18 0 07 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 225 173 0 04 Oct 2023
Language Models Represent Space and Time Wes Gurnee Max Tegmark 104 156 0 03 Oct 2023
Time-LLM: Time Series Forecasting by Reprogramming Large Language Models Ming Jin Shiyu Wang Lintao Ma Zhixuan Chu James Y. Zhang ... Pin-Yu Chen Yuxuan Liang Yuan-Fang Li Shirui Pan Qingsong Wen AI4TS 82 389 0 03 Oct 2023
GPT-Driver: Learning to Drive with GPT Jiageng Mao Yuxi Qian Junjie Ye Hang Zhao Yue Wang LRM 51 231 0 02 Oct 2023
City Foundation Models for Learning General Purpose Representations from OpenStreetMap Pasquale Balsebre Weiming Huang Gao Cong Yi Li AI4CE 55 17 0 01 Oct 2023
Large Language Models in Finance: A Survey Yinheng Li Shaofei Wang Han Ding Hang Chen AIFin 78 199 0 28 Sep 2023
GeoCLIP: Clip-Inspired Alignment between Locations and Images for Effective Worldwide Geo-localization V. Cepeda Gaurav Kumar Nayak Mubarak Shah 40 88 0 27 Sep 2023
LLM Platform Security: Applying a Systematic Evaluation Framework to OpenAI's ChatGPT Plugins Umar Iqbal Tadayoshi Kohno Franziska Roesner ELM SILM 81 49 0 19 Sep 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 110 19 0 18 Sep 2023
DP-Forward: Fine-tuning and Inference on Language Models with Differential Privacy in Forward Pass Minxin Du Xiang Yue Sherman S. M. Chow Tianhao Wang Chenyu Huang Huan Sun SILM 73 63 0 13 Sep 2023
TrafficGPT: Viewing, Processing and Interacting with Traffic Foundation Models Siyao Zhang Daocheng Fu Zhao Zhang Bin Yu Pinlong Cai 45 48 0 13 Sep 2023
A Survey of Hallucination in Large Foundation Models Vipula Rawte A. Sheth Amitava Das HILM LRM 157 375 0 12 Sep 2023
NExT-GPT: Any-to-Any Multimodal LLM Shengqiong Wu Hao Fei Leigang Qu Wei Ji Tat-Seng Chua MLLM 74 488 0 11 Sep 2023
Can you text what is happening? Integrating pre-trained language encoders into trajectory prediction models for autonomous driving Ali Keysan Andreas Look Eitan Kosman Gonca Gürsun Jörg Wagner Yu Yao Barbara Rakitsch 69 31 0 11 Sep 2023
Irregular Traffic Time Series Forecasting Based on Asynchronous Spatio-Temporal Graph Convolutional Network Weijia Zhang Le Zhang Jindong Han Hao Liu Jingbo Zhou Yu Mei Hui Xiong GNN AI4TS 58 11 0 31 Aug 2023