Mobility Anomaly Generation using LLM-Driven Behavior with Kinematic Constraints
Paper • 2606.10314 • Published
Introduction
SF-TPAN (San Francisco Trajectory Perturbation Anomaly Dataset) is a custom dataset generated from the SF-life dataset. It contains spatial-temporal trajectories perturbed by inserted anomalies and noise.
Licenses and Attribution
SF-TPAN data
The SF-TPAN dataset, is © 2026 The SF-TPAN and SF-LIFE authors and is made available under the Open Data Commons Attribution License (ODC-By)
When using the dataset, please cite the following paper or its follow-up journal version: Liu, Yueyang, Joon-Seok Kim, and Andreas Züfle. "Mobility Anomaly Generation using LLM-Driven Behavior with Kinematic Constraints." arXiv:2606.10314 (2026).
For the more data structure questions, please refer to sf-life/sf-life dataset readme.md.
The dataset containing inserted anomalies and added noise will be released upon publication of the manuscript.
The noise-only dataset is available as sfo_sampled_5s_100_agents_combined_noise.parquet
Additional details will be provided following the publication of the manuscript.
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