Geolocation Representation from Large Language Models are Generic
Enhancers for Spatio-Temporal Learning

Geolocation Representation from Large Language Models are Generic Enhancers for Spatio-Temporal Learning

22 August 2024

Tong Nie

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Papers citing "Geolocation Representation from Large Language Models are Generic Enhancers for Spatio-Temporal Learning"

14 / 14 papers shown

Title
Activity-aware Human Mobility Prediction with Hierarchical Graph Attention Recurrent Network Yihong Tang Junlin He Zhan Zhao HAI 167 6 0 03 Jan 2025
TEST: Text Prototype Aligned Embedding to Activate LLM's Ability for Time Series Chenxi Sun Hongyan Li Yaliang Li linda Qiao AI4TS 80 126 0 16 Aug 2023
LaDe: The First Comprehensive Last-mile Delivery Dataset from Industry Lixia Wu Haomin Wen Haoyuan Hu Xiaowei Mao Yutong Xia ... Yuxuan Liang Liuqing Yang Roger Zimmermann Youfang Lin Huaiyu Wan 110 9 0 19 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 76 64 0 08 Jun 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 82 132 0 13 Apr 2023
Knowledge-infused Contrastive Learning for Urban Imagery-based Socioeconomic Prediction Yu Liu Xin Zhang Jingtao Ding Yanxin Xi Yong Li 72 34 0 25 Feb 2023
Self-supervised Learning in Remote Sensing: A Review Yi Wang C. Albrecht Nassim Ait Ali Braham Lichao Mou Xiao Xiang Zhu 97 224 0 27 Jun 2022
Spatial-Temporal Hypergraph Self-Supervised Learning for Crime Prediction Zhong Li Chao Huang Lianghao Xia Yong-mei Xu Jiangsen Pei 70 69 0 18 Apr 2022
LoRA: Low-Rank Adaptation of Large Language Models J. E. Hu Yelong Shen Phillip Wallis Zeyuan Allen-Zhu Yuanzhi Li Shean Wang Lu Wang Weizhu Chen OffRL AI4TS AI4CE ALM AIMat 477 10,367 0 17 Jun 2021
Whitening Sentence Representations for Better Semantics and Faster Retrieval Jianlin Su Jiarun Cao Weijie Liu Yangyiwen Ou 51 303 0 29 Mar 2021
Urban2Vec: Incorporating Street View Imagery and POIs for Multi-Modal Urban Neighborhood Embedding Zhecheng Wang Haoyuan Li Ram Rajagopal 71 82 0 29 Jan 2020
Multi-Range Attentive Bicomponent Graph Convolutional Network for Traffic Forecasting Weiqiu Chen Ling Chen Yu Xie Wei Cao Yusong Gao Xiaojie Feng AI4TS 74 295 0 27 Nov 2019
Graph WaveNet for Deep Spatial-Temporal Graph Modeling Zonghan Wu Shirui Pan Guodong Long Jing Jiang Chengqi Zhang GNN AI4TS 87 2,169 0 31 May 2019
Tile2Vec: Unsupervised representation learning for spatially distributed data Neal Jean Sherrie Wang Anshul Samar G. Azzari David B. Lobell Stefano Ermon SSL 73 200 0 08 May 2018