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cs.LG2026
Do LLMs Know Your Neighborhood? Auditing LLM Priors for Neighborhood-Level Mobility Prediction and Structural Alignment
Saad Mohammad Abrar, Eesha Kurella, Arnav Dadarya +3
Human mobility is central to urban planning, transportation, public health, and emergency response, yet fine-grained trajectory data are often proprietary, restricted, and privacy-…
cs.LG2024
Network-Based Transfer Learning Helps Improve Short-Term Crime Prediction Accuracy
Jiahui Wu, Vanessa Frias-Martinez
Deep learning architectures enhanced with human mobility data have been shown to improve the accuracy of short-term crime prediction models trained with historical crime data. Howe…
cs.LG2024
DemOpts: Fairness corrections in COVID-19 case prediction models
Naman Awasthi, Saad Abrar, Daniel Smolyak +1
COVID-19 forecasting models have been used to inform decision making around resource allocation and intervention decisions e.g., hospital beds or stay-at-home orders. State of the…