MobTCast: Leveraging Auxiliary Trajectory Forecasting for Human Mobility Prediction

30 September 2021

Papers citing "MobTCast: Leveraging Auxiliary Trajectory Forecasting for Human Mobility Prediction"

29 / 29 papers shown

Title
A Foundational individual Mobility Prediction Model based on Open-Source Large Language Models Zhenlin Qin Leizhen Wang Francisco Camara Pereira Zhenlinag Ma 39 0 0 19 Mar 2025
Investigating the Temporal Dynamics of Cyber Threat Intelligence Angel Kodituwakku Clark Xu Daniel Rogers David K. Ahn Errin W. Fulp 57 0 0 26 Dec 2024
A Universal Model for Human Mobility Prediction Qingyue Long Yuan Yuan Yong Li HAI 199 3 0 19 Dec 2024
Forecasting Unseen Points of Interest Visits Using Context and Proximity Priors Ziyao Li Shang-Ling Hsu Cyrus Shahabi 72 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 29 4 0 07 Nov 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
ST-MoE-BERT: A Spatial-Temporal Mixture-of-Experts Framework for Long-Term Cross-City Mobility Prediction Haoyu He Haozheng Luo Qi Wang 33 0 0 18 Oct 2024
Encoding Agent Trajectories as Representations with Sequence Transformers Athanasios Tsiligkaridis Nicholas Kalinowski Zhongheng Li Elizabeth Hou 31 1 0 11 Oct 2024
Uncertainty-aware Human Mobility Modeling and Anomaly Detection Haomin Wen Shurui Cao Z. Rasheed Khurram Hassan-Shafique Leman Akoglu 64 0 0 02 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
Enhancing Spatio-temporal Quantile Forecasting with Curriculum Learning: Lessons Learned Du Yin Jinliang Deng Shuang Ao Zechen Li Hao Xue Arian Prabowo Renhe Jiang Xuan Song Flora Salim AI4TS 42 0 0 18 Jun 2024
ST-DPGAN: A Privacy-preserving Framework for Spatiotemporal Data Generation Wei Shao Rongyi Zhu Cai Yang Chandra Thapa Muhammad Ejaz Ahmed S. Çamtepe Rui Zhang DuYong Kim Hamid Menouar Flora D. Salim 36 0 0 04 Jun 2024
Large Language Models are Zero-Shot Next Location Predictors Ciro Beneduce Bruno Lepri Massimiliano Luca 41 8 0 31 May 2024
A Short Survey of Human Mobility Prediction in Epidemic Modeling from Transformers to LLMs Christian N. Mayemba D'Jeff K. Nkashama Jean Marie Tshimula Maximilien V. Dialufuma Jean Tshibangu Muabila ... Kalonji Kalala Aristarque Ilunga Lambert Mukendi Ntobo Dominique Muteba A. Abedi 42 1 0 25 Apr 2024
Deep Learning for Trajectory Data Management and Mining: A Survey and Beyond Wei Chen Keli Zhang Yuanshao Zhu Yanchuan Chang Kang Luo ... Chao Chen Kai Zheng Yunjun Gao Xiaofang Zhou Yu Zheng 63 22 0 21 Mar 2024
Prompt Mining for Language-based Human Mobility Forecasting Hao Xue Tianye Tang Ali Payani Flora D. Salim AI4TS 92 5 0 06 Mar 2024
Human Mobility Question Answering (Vision Paper) Hao Xue Flora D. Salim 32 0 0 02 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 32 14 0 02 Oct 2023
Navigating Out-of-Distribution Electricity Load Forecasting during COVID-19: Benchmarking energy load forecasting models without and with continual learning Arian Prabowo Kaixuan Chen Hao Xue Subbu Sethuvenkatraman Flora D. Salim 29 2 0 08 Sep 2023
Where Would I Go Next? Large Language Models as Human Mobility Predictors Xinglei Wang Meng Fang Zichao Zeng Tao Cheng 16 52 0 29 Aug 2023
Because Every Sensor Is Unique, so Is Every Pair: Handling Dynamicity in Traffic Forecasting Arian Prabowo Wei Shao Hao Xue Piotr Koniusz Flora D. Salim AI4TS 39 14 0 20 Feb 2023
Context-aware multi-head self-attentional neural network model for next location prediction Ye Hong Yatao Zhang Konrad Schindler Martin Raubal HAI 6 17 0 04 Dec 2022
Predicting Human Mobility via Self-supervised Disentanglement Learning Qiang Gao Jinyung Hong Xovee Xu Ping Kuang Fan Zhou Goce Trajcevski 26 12 0 17 Nov 2022
Contrastive Trajectory Similarity Learning with Dual-Feature Attention Yanchuan Chang Jianzhong Qi Keli Zhang E. Tanin 24 33 0 11 Oct 2022
How do you go where? Improving next location prediction by learning travel mode information using transformers Ye Hong Henry Martin Martin Raubal AI4TS 75 22 0 08 Oct 2022
PromptCast: A New Prompt-based Learning Paradigm for Time Series Forecasting Hao Xue Flora D.Salim AI4TS 27 138 0 20 Sep 2022
Leveraging Language Foundation Models for Human Mobility Forecasting Hao Xue Bhanu Prakash Voutharoja Flora D. Salim AI4TS 116 66 0 11 Sep 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 19 14 0 12 Jun 2022
Event-Aware Multimodal Mobility Nowcasting Zhaonan Wang Renhe Jiang Hao Xue Flora D. Salim Xuan Song Ryosuke Shibasaki 38 35 0 14 Dec 2021