UniTraj: Learning a Universal Trajectory Foundation Model from Billion-Scale Worldwide Traces

Algorithms for the reduction of the number of points required to represent a digitized line or its caricature

David H Douglas and Thomas K Peucker. 1973 · 1973

Earlier work this paper cites.

GNSS–global navigation satellite systems: GPS, GLONASS, Galileo, and more

Bernhard Hofmann-Wellenhof, Herbert Lichtenegger, and Elmar Wasle. 2007 · 2007

Earlier work this paper cites.

Mining interesting locations and travel sequences from GPS trajectories. In Proceedings of the 18th international conference on World wide web . 791–800

Yu Zheng, Lizhu Zhang, Xing Xie, and Wei-Ying Ma. 2009 · 2009

Earlier work this paper cites.

Geolife GPS trajectory dataset - User Guide

Yu Zheng, Hao Fu, Xing Xie, Wei-Ying Ma, and Quannan Li. 2011 · 2011

Earlier work this paper cites.

ECML/PKDD 15: Taxi Trajectory Prediction (I)

Wendy Kan Meghan O’Connell, moreiraMatias. 2015 · 2015

Earlier work this paper cites.

Trajectory data mining: an overview

Yu Zheng. 2015 · 2015

Earlier work this paper cites.

Attention is all you need

Ashish Vaswani, Noam Shazeer, Niki Parmar, Jakob Uszkoreit, Llion Jones, Aidan N Gomez, Łukasz Kaiser, and Illia Polosukhin. 2017 · 2017

Earlier work this paper cites.

Inferring transportation modes from GPS trajectories using a convolutional neural network

Sina Dabiri and Kevin Heaslip. 2018 · 2018

Earlier work this paper cites.

Bert: Pre-training of deep bidirectional transformers for language understanding

Original

Jacob Devlin. 2018 · 2018

Earlier work this paper cites.

GAIA Open Datasets

Didi Chuxing. 2018 · 2018

Earlier work this paper cites.

Deepmove: Predicting human mobility with attentional recurrent networks. In Proceedings of the 2018 world wide web conference . 1459–1468

Jie Feng, Yong Li, Chao Zhang, Funing Sun, Fanchao Meng, Ang Guo, and Depeng Jin. 2018 · 2018

Earlier work this paper cites.

Learning to route with sparse trajectory sets. In 2018 IEEE 34th International Conference on Data Engineering (ICDE) . IEEE, 1073–1084

Chenjuan Guo, Bin Yang, Jilin Hu, and Christian Jensen. 2018 · 2018

Earlier work this paper cites.

Fast map matching, an algorithm integrating hidden Markov model with precomputation

Can Yang and Gyozo Gidofalvi. 2018 · 2018

Earlier work this paper cites.

Grab-Posisi: An Extensive Real-Life GPS Trajectory Dataset in Southeast Asia. In Proceedings of the 3rd ACM SIGSPATIAL International Workshop on Prediction of Human Mobility . 1–10

Xiaocheng Huang, Yifang Yin, Simon Lim, Guanfeng Wang, Bo Hu, Jagannadan Varadarajan, Shaolin Zheng, Ajay Bulusu, and Roger Zimmermann. 2019 · 2019

Earlier work this paper cites.

Deep trajectory recovery with fine-grained calibration using kalman filter

Jingyuan Wang, Ning Wu, Xinxi Lu, Wayne Xin Zhao, and Kai Feng. 2019b · 2019

Earlier work this paper cites.

Language models are few-shot learners

Original

Tom B Brown. 2020 · 2020

Cited alongside, same era.

An image is worth 16x16 words: Transformers for image recognition at scale

Original

Alexey Dosovitskiy. 2020 · 2020

Cited alongside, same era.

Scaling laws for neural language models

Original

Jared Kaplan, Sam McCandlish, Tom Henighan, Tom B Brown, Benjamin Chess, Rewon Child, Scott Gray, Alec Radford, Jeffrey Wu, and Dario Amodei. 2020 · 2020

Cited alongside, same era.

Trajectory data-based traffic flow studies: A revisit

Li Li, Rui Jiang, Zhengbing He, Xiqun (Michael) Chen, and Xuesong Zhou. 2020 · 2020

Cited alongside, same era.

Where to go next: A spatio-temporal gated network for next poi recommendation

Pengpeng Zhao, Anjing Luo, Yanchi Liu, Jiajie Xu, Zhixu Li, Fuzhen Zhuang, Victor S Sheng, and Xiaofang Zhou. 2020 · 2020

ClimaX: A foundation model for weather and climate

Original

Tung Nguyen, Johannes Brandstetter, Ashish Kapoor, Jayesh K Gupta, and Aditya Grover. 2023 · 2023

Later among the works it cites.

Trajbert: Bert-based trajectory recovery with spatial-temporal refinement for implicit sparse trajectories

Junjun Si, Jin Yang, Yang Xiang, Hanqiu Wang, Li Li, Rongqing Zhang, Bo Tu, and Xiangqun Chen. 2023 · 2023

Later among the works it cites.

SynMob: Creating High-Fidelity Synthetic GPS Trajectory Dataset for Urban Mobility Analysis. In Thirty-seventh Conference on Neural Information Processing Systems Datasets and Benchmarks Track

Yuanshao Zhu, Yongchao Ye, Ying Wu, Xiangyu Zhao, and James Jianqiao Yu. 2023 · 2023

Later among the works it cites.

Deep Learning for Trajectory Data Management and Mining: A Survey and Beyond

Original

Wei Chen, Yuxuan Liang, Yuanshao Zhu, Yanchuan Chang, Kang Luo, Haomin Wen, Lei Li, Yanwei Yu, Qingsong Wen, Chao Chen, et al · 2024

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