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Instruction-Tuning Llama-3-8B Excels in City-Scale Mobility Prediction
4 references·1 citing·18 second hop
Instruction-Tuning Llama-3-8B Excels in City-Scale Mobility Prediction (2024)Instruction-Tuning Llama-3-8B Excels in C…YJMob100K: City-scale and longitudinal dataset of anonymized human mobility trajectories (2024)YJMob100K: City-scale and lon…Human Mobility Prediction Challenge: Next Location Prediction using Spatiotemporal BERT (2023)Human Mobility Prediction Cha…Countrywide Origin-Destination Matrix Prediction and Its Application for COVID-19 (2021)Countrywide Origin-Destinatio…DeepMove (2018)DeepMoveBuilding Efficient LLM Pipeline for Human Mobility Prediction (2025)Building Efficient LLM Pipeli…Understanding individual human mobility patterns (2008)Limits of Predictability in Human Mobility (2010)Friendship and mobility (2011)Learning to Simulate Human Mobility (2020)A survey on deep learning for human mobility (2023)Predicting the Next Location: A Recurrent Model with Spatial and Temporal Contexts (2016)Predicting Human Mobility via Variational Attention (2019)AGC-ODE: Adaptive Graph Controlled Neural ODE for Human Mobility Prediction (2024)Estimating intercity human mobility flow from city attributes and intercity relations in physical space and cyberspace via graph attention network (2025)Modeling inter-city population flows: a Deep Radiation model with multisource geographic features (2025)Mobile Landscapes: Using Location Data from Cell Phones for Urban Analysis (2006)A survey of results on mobile phone datasets analysis (2015)GeoFormer: Predicting Human Mobility using Generative Pre-trained Transformer (GPT) (2023)Enhancing human mobility research with open and standardized datasets (2024)From biases to opportunities: leveraging Location-Based-Service (LBS) data for next-generation transportation planning (2025)Towards Alleviating Traffic Congestion: Optimal Route Planning for Massive-Scale Trips (2020)Cross-city-aware Spatiotemporal BERT (2024)Time-series Stay Frequency for Multi-City Next Location Prediction using Multiple BERTs (2024)
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References

  • 2018DeepMove714 cited
  • 2024YJMob100K: City-scale and longitudinal dataset of anonymized human mobility trajectories68 cited
  • 2021Countrywide Origin-Destination Matrix Prediction and Its Application for COVID-1933 cited
  • 2023Human Mobility Prediction Challenge: Next Location Prediction using Spatiotemporal BERT22 cited

Cited by

  • 2025Building Efficient LLM Pipeline for Human Mobility Prediction3 cited

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