GETNext: Trajectory Flow Map Enhanced Transformer for Next POI Recommendation

3 March 2023

Jiamou Liu

Papers citing "GETNext: Trajectory Flow Map Enhanced Transformer for Next POI Recommendation"

30 / 30 papers shown

Title
Causality-Aware Next Location Prediction Framework based on Human Mobility Stratification Xiaojie Yang Z. Fan Hangli Ge Takashi Michikata Ryosuke Shibasaki Noboru Koshizuka 44 0 0 23 Mar 2025
Where to Go Next Day: Multi-scale Spatial-Temporal Decoupled Model for Mid-term Human Mobility Prediction Zongyuan Huang Weipeng Wang Shaoyu Huang Marta C. Gonzalez Yaohui Jin Yanyan Xu AI4TS 40 0 0 11 Jan 2025
Investigating the Temporal Dynamics of Cyber Threat Intelligence Angel Kodituwakku Clark Xu Daniel Rogers David K. Ahn Errin W. Fulp 52 0 0 26 Dec 2024
A Universal Model for Human Mobility Prediction Qingyue Long Yuan Yuan Yong Li HAI 157 3 0 19 Dec 2024
Forecasting Unseen Points of Interest Visits Using Context and Proximity Priors Ziyao Li Shang-Ling Hsu Cyrus Shahabi 67 0 0 22 Nov 2024
TrajGPT: Controlled Synthetic Trajectory Generation Using a Multitask Transformer-Based Spatiotemporal Model Shang-Ling Hsu Emmanuel Tung John Krumm Cyrus Shahabi Khurram Hassan-Shafique 24 4 0 07 Nov 2024
Bi-Level Graph Structure Learning for Next POI Recommendation Liang Wang Shu Wu Qiang Liu Bo Li Xiang Tao M. Zhang Liang Wang 43 5 0 02 Nov 2024
Mobility-LLM: Learning Visiting Intentions and Travel Preferences from Human Mobility Data with Large Language Models Letian Gong Yan Lin Xinyue Zhang Yiwen Lu Xuedi Han Yichen Liu S. Guo Youfang Lin Huaiyu Wan 46 5 0 29 Oct 2024
Taming the Long Tail in Human Mobility Prediction Xiaohang Xu Renhe Jiang Chuang Yang Z. Fan Kaoru Sezaki 44 1 0 19 Oct 2024
nextlocllm: next location prediction using LLMs Shuai Liu Ning Cao Yile Chen Yue Jiang Gao Cong 26 1 0 11 Oct 2024
A Survey on Point-of-Interest Recommendation: Models, Architectures, and Security Qianru Zhang Peng Yang Junliang Yu Haixin Wang Xingwei He S. Yiu Hongzhi Yin 41 1 0 03 Oct 2024
Back to Bayesics: Uncovering Human Mobility Distributions and Anomalies with an Integrated Statistical and Neural Framework Minxuan Duan Yinlong Qian Lingyi Zhao Zihao Zhou Z. Rasheed Rose Yu Khurram Hassan-Shafique 36 0 0 01 Oct 2024
MAS4POI: a Multi-Agents Collaboration System for Next POI Recommendation Yuqian Wu Yuhong Peng Jiapeng Yu Raymond S. T. Lee LLMAG 31 2 0 05 Sep 2024
LIMP: Large Language Model Enhanced Intent-aware Mobility Prediction Songwei Li Jie Feng Jiawei Chi Xinyuan Hu Xiaomeng Zhao Fengli Xu 29 4 0 23 Aug 2024
Spatial-Temporal Cross-View Contrastive Pre-training for Check-in Sequence Representation Learning Letian Gong Huaiyu Wan S. Guo Xiucheng Li Yan Lin Erwen Zheng Tianyi Wang Zeyu Zhou Youfang Lin AI4TS 51 1 0 22 Jul 2024
A Survey of Generative Techniques for Spatial-Temporal Data Mining Qianru Zhang Haixin Wang Cheng Long Liangcai Su Xingwei He ... Tailin Wu Hongzhi Yin S. Yiu Qi Tian Christian S. Jensen AI4TS 52 7 0 15 May 2024
Large Language Models for Next Point-of-Interest Recommendation Peibo Li Maarten de Rijke Hao Xue Shuang Ao Yang Song Flora D. Salim 68 16 0 19 Apr 2024
Where to Move Next: Zero-shot Generalization of LLMs for Next POI Recommendation Shanshan Feng Haoming Lyu Caishun Chen Y. Ong LRM 38 8 0 02 Apr 2024
Learning Time Slot Preferences via Mobility Tree for Next POI Recommendation Tianhao Huang Xuan Pan Xiangrui Cai Ying Zhang Xiaojie Yuan 21 4 0 17 Mar 2024
REPLAY: Modeling Time-Varying Temporal Regularities of Human Mobility for Location Prediction over Sparse Trajectories Bangchao Deng Bingqing Qu Pengyang Wang Dingqi Yang Benjamin Fankhauser Philippe Cudre-Mauroux AI4TS 26 1 0 26 Feb 2024
Spatial-Temporal Interplay in Human Mobility: A Hierarchical Reinforcement Learning Approach with Hypergraph Representation Zhaofan Zhang Yanan Xiao Lu Jiang Dingqi Yang Minghao Yin Pengyang Wang 19 9 0 25 Dec 2023
A Hierarchical Spatial Transformer for Massive Point Samples in Continuous Space Wenchong He Zhe Jiang Tingsong Xiao Zelin Xu Shigang Chen Ronald Fick Miles Medina Christine Angelini 18 16 0 08 Nov 2023
Where have you been? A Study of Privacy Risk for Point-of-Interest Recommendation Kunlin Cai Jinghuai Zhang Zhiqing Hong Will Shand Guang Wang Desheng Zhang Jianfeng Chi Yuan Tian 20 1 0 28 Oct 2023
Revisiting Mobility Modeling with Graph: A Graph Transformer Model for Next Point-of-Interest Recommendation Xiaohang Xu Toyotaro Suzumura Jiawei Yong Masatoshi Hanai Chuang Yang H. Kanezashi Renhe Jiang Shintaro Fukushima 13 13 0 02 Oct 2023
Spatial-Temporal Graph Learning with Adversarial Contrastive Adaptation Qianru Zhang Chao Huang Lianghao Xia Zheng Wang Siu-keung Yiu Ruihua Han AI4TS 48 13 0 19 Jun 2023
Optimizing Group Utility in Itinerary Planning: A Strategic and Crowd-Aware Approach Junhua Liu Kwan Hui Lim Kristin L. Wood Menglin Li 11 0 0 04 Apr 2023
Predicting Human Mobility via Self-supervised Disentanglement Learning Qiang Gao Jinyung Hong Xovee Xu Ping Kuang Fan Zhou Goce Trajcevski 23 12 0 17 Nov 2022
Human Mobility Prediction with Causal and Spatial-constrained Multi-task Network Zongyuan Huang S. Xu Menghan Wang Hans-Georg Wu Yanyan Xu Yaohui Jin HAI 11 14 0 12 Jun 2022
PG $^2$ Net: Personalized and Group Preferences Guided Network for Next Place Prediction Huifeng Li Bin Wang Weipeng Wang Menghan Wang Yaohui Jin Yanyan Xu 7 7 0 15 Oct 2021
Video Transformer Network Daniel Neimark Omri Bar Maya Zohar Dotan Asselmann ViT 204 422 0 01 Feb 2021