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2006.10521
Cited By
LSTM-TrajGAN: A Deep Learning Approach to Trajectory Privacy Protection
International Conference Geographic Information Science (GIScience), 2020
14 June 2020
Jinmeng Rao
Song Gao
Yuhao Kang
Qunying Huang
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Papers citing
"LSTM-TrajGAN: A Deep Learning Approach to Trajectory Privacy Protection"
42 / 42 papers shown
Learning to Attack: Uncovering Privacy Risks in Sequential Data Releases
Ziyao Cui
Minxing Zhang
Jian Pei
AAML
156
1
0
28 Oct 2025
GeoGen: A Two-stage Coarse-to-Fine Framework for Fine-grained Synthetic Location-based Social Network Trajectory Generation
Rongchao Xu
Kunlin Cai
Lin Jiang
Dahai Yu
Zhiqing Hong
Yuan Tian
AI4TS
199
2
0
09 Oct 2025
A Neural ODE Approach to Aircraft Flight Dynamics Modelling
Gabriel Jarry
Ramon Dalmau
Xavier Olive
Philippe Very
AI4CE
113
2
0
27 Sep 2025
Ctx2TrajGen: Traffic Context-Aware Microscale Vehicle Trajectories using Generative Adversarial Imitation Learning
Joobin Jin
Seokjun Hong
Gyeongseon Baek
Yeeun Kim
Byeongjoon Noh
GAN
291
0
0
23 Jul 2025
What is the Cost of Differential Privacy for Deep Learning-Based Trajectory Generation?
Erik Buchholz
Natasha Fernandes
David D. Nguyen
A. Abuadbba
Surya Nepal
S. Kanhere
269
0
0
11 Jun 2025
Towards Physics-informed Diffusion for Anomaly Detection in Trajectories
Arun Sharma
Mingzhou Yang
Majid Farhadloo
Subhankar Ghosh
B. Jayaprakash
Shashi Shekhar
232
2
0
08 Jun 2025
Scalable Trajectory-User Linking with Dual-Stream Representation Networks
AAAI Conference on Artificial Intelligence (AAAI), 2025
Hao Zhang
Wei Chen
Xingyu Zhao
Haobing Liu
Guiyuan Jiang
Yanwei Yu
222
3
0
19 Mar 2025
Investigating Vulnerabilities of GPS Trip Data to Trajectory-User Linking Attacks
Journal of Location Based Services (JLBS), 2025
Benedikt Ströbl
Alexandra Kapp
212
1
0
12 Feb 2025
Restoring Super-High Resolution GPS Mobility Data
Haruki Yonekura
Ren Ozeki
Hamada Rizk
Hirozumi Yamaguchi
132
0
0
01 Oct 2024
Discovering Cyclists' Visual Preferences Through Shared Bike Trajectories and Street View Images Using Inverse Reinforcement Learning
Kezhou Ren
Meihan Jin
Huiming Liu
Yongxi Gong
Yu Liu
231
0
0
05 Sep 2024
Differentially Private Spatiotemporal Trajectory Synthesis with Retained Data Utility
Yuqing Ge
Yunsheng Wang
Nana Wang
176
1
0
23 Aug 2024
Privacy-Preserved Taxi Demand Prediction System Utilizing Distributed Data
Ren Ozeki
Haruki Yonekura
Hamada Rizk
Hirozumi Yamaguchi
158
1
0
09 Aug 2024
Synthetic Trajectory Generation Through Convolutional Neural Networks
Jesse Merhi
Erik Buchholz
S. Kanhere
252
0
0
24 Jul 2024
FedVAE: Trajectory privacy preserving based on Federated Variational AutoEncoder
Yuchen Jiang
Ying Wu
Shiyao Zhang
J. J. Yu
209
8
0
12 Jul 2024
Generative Models for Synthetic Urban Mobility Data: A Systematic Literature Review
Alexandra Kapp
J. Hansmeyer
Helena Mihaljević
206
28
0
12 Jul 2024
Be More Real: Travel Diary Generation Using LLM Agents and Individual Profiles
Xuchuan Li
Fei Huang
Jianrong Lv
Zhixiong Xiao
Guolong Li
Yang Yue
282
23
0
10 Jul 2024
TorchSpatial: A Location Encoding Framework and Benchmark for Spatial Representation Learning
Nemin Wu
Zhongliang Zhou
Zhangyu Wang
Zeping Liu
Yanlin Qi
...
Stefano Ermon
T. Ganu
A. Nambi
Ni Lao
Gengchen Mai
639
36
0
21 Jun 2024
SoK: Can Trajectory Generation Combine Privacy and Utility?
Proceedings on Privacy Enhancing Technologies (PoPETs), 2024
Erik Buchholz
A. Abuadbba
Shuo Wang
Surya Nepal
S. Kanhere
210
10
0
12 Mar 2024
Generative AI for Unmanned Vehicle Swarms: Challenges, Applications and Opportunities
Guangyuan Liu
Nguyen Van Huynh
Hongyang Du
D. Hoang
Dusit Niyato
Kun Zhu
Jiawen Kang
Zehui Xiong
Abbas Jamalipour
Dong In Kim
240
29
0
28 Feb 2024
MobilityGPT: Enhanced Human Mobility Modeling with a GPT model
Ammar Haydari
Dongjie Chen
Zhengfeng Lai
Michael Zhang
Chen-Nee Chuah
463
18
0
05 Feb 2024
MobilityDL: A Review of Deep Learning From Trajectory Data
Anita Graser
Anahid N. Jalali
Jasmin Lampert
Axel Weissenfeld
Krzysztof Janowicz
233
25
0
01 Feb 2024
Artificial Intelligence and Human Geography
Song Gao
AI4CE
147
5
0
14 Dec 2023
Jointly spatial-temporal representation learning for individual trajectories
Fei Huang
Jianrong Lv
Yang Yue
AI4TS
661
8
0
07 Dec 2023
Here Is Not There: Measuring Entailment-Based Trajectory Similarity for Location-Privacy Protection and Beyond
Zilong Liu
Krzysztof Janowicz
Kitty Currier
Meilin Shi
Jinmeng Rao
Song Gao
Ling Cai
Anita Graser
150
0
0
02 Dec 2023
Where have you been? A Study of Privacy Risk for Point-of-Interest Recommendation
Knowledge Discovery and Data Mining (KDD), 2023
Kunlin Cai
Jinghuai Zhang
Zhiqing Hong
Will Shand
Guang Wang
Desheng Zhang
Jianfeng Chi
Yuan Tian
358
6
0
28 Oct 2023
Building Privacy-Preserving and Secure Geospatial Artificial Intelligence Foundation Models
Jinmeng Rao
Song Gao
Gengchen Mai
Joanna M. Wardlaw
387
29
0
29 Sep 2023
CATS: Conditional Adversarial Trajectory Synthesis for Privacy-Preserving Trajectory Data Publication Using Deep Learning Approaches
International Journal of Geographical Information Science (IJGIS), 2023
Jinmeng Rao
Song Gao
Sijia Zhu
374
31
0
20 Sep 2023
Sphere2Vec: A General-Purpose Location Representation Learning over a Spherical Surface for Large-Scale Geospatial Predictions
Isprs Journal of Photogrammetry and Remote Sensing (ISPRS J. Photogramm. Remote Sens.), 2023
Gengchen Mai
Yao Xuan
Wen-Hang Zuo
Yutong He
Jiaming Song
Stefano Ermon
K. Janowicz
Ni Lao
412
59
0
30 Jun 2023
Survey of Federated Learning Models for Spatial-Temporal Mobility Applications
Yacine Belal
Sonia Ben Mokhtar
Hamed Haddadi
Jaron Wang
A. Mashhadi
FedML
519
23
0
09 May 2023
CSP: Self-Supervised Contrastive Spatial Pre-Training for Geospatial-Visual Representations
International Conference on Machine Learning (ICML), 2023
Gengchen Mai
Ni Lao
Yutong He
Jiaming Song
Stefano Ermon
437
100
0
01 May 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
390
159
0
13 Apr 2023
Analysing Fairness of Privacy-Utility Mobility Models
Yuting Zhan
Hamed Haddadi
A. Mashhadi
162
1
0
10 Apr 2023
Trajectory-User Linking Is Easier Than You Think
Alameen Najjar
K. Mede
226
4
0
14 Dec 2022
Reconstruction Attack on Differential Private Trajectory Protection Mechanisms
Asia-Pacific Computer Systems Architecture Conference (ACSA), 2022
Erik Buchholz
A. Abuadbba
Shuo Wang
Surya Nepal
S. Kanhere
183
17
0
17 Oct 2022
Towards General-Purpose Representation Learning of Polygonal Geometries
Gengchen Mai
C. Jiang
Weiwei Sun
Rui Zhu
Yao Xuan
Ling Cai
K. Janowicz
Stefano Ermon
Ni Lao
258
49
0
29 Sep 2022
Privacy-Aware Adversarial Network in Human Mobility Prediction
Proceedings on Privacy Enhancing Technologies (PoPETs), 2022
Yuting Zhan
Hamed Haddadi
A. Mashhadi
AAML
238
2
0
09 Aug 2022
STICC: A multivariate spatial clustering method for repeated geographic pattern discovery with consideration of spatial contiguity
Yuhao Kang
Kunlin Wu
Song Gao
Ignavier Ng
Jinmeng Rao
Shan Ye
Fan Zhang
Teng Fei
187
27
0
17 Mar 2022
Privacy-Aware Human Mobility Prediction via Adversarial Networks
Yuting Zhan
Alex Kyllo
A. Mashhadi
Hamed Haddadi
223
9
0
19 Jan 2022
A Review of Location Encoding for GeoAI: Methods and Applications
Gengchen Mai
K. Janowicz
Yingjie Hu
Song Gao
Bo Yan
Rui Zhu
Ling Cai
Ni Lao
373
158
0
07 Nov 2021
GANmapper: geographical data translation
International Journal of Geographical Information Science (IJGIS), 2021
Abraham Noah Wu
Filip Biljecki
GAN
191
60
0
07 Aug 2021
Generative Adversarial Networks: A Survey Towards Private and Secure Applications
ACM Computing Surveys (CSUR), 2021
Zhipeng Cai
Zuobin Xiong
Honghui Xu
Peng-Shuai Wang
Wei Li
Yi-Lun Pan
307
187
0
07 Jun 2021
TrajGAIL: Generating Urban Vehicle Trajectories using Generative Adversarial Imitation Learning
Transportation Research Part C: Emerging Technologies (Transp. Res. Part C), 2020
Seongjin Choi
Jiwon Kim
H. Yeo
GAN
424
169
0
28 Jul 2020
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