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cs.LG2026
MARCUS: Missing-Aware Region Representation with Contextual Urban Signals for Rent Prediction
Chenya Huang, Bin Liang, Zhidong Li +4
Multimodal urban data has expanded the applications of urban region representation learning, such as functional zone identification and real estate appraisal, but also introduces c…
cs.LG2025
Remote Sensing-Oriented World Model
Yuxi Lu, Biao Wu, Zhidong Li +7
World models have shown potential in artificial intelligence by predicting and reasoning about world states beyond direct observations. However, existing approaches are predominant…
cs.LG2025
Multimodal Machine Learning for Real Estate Appraisal: A Comprehensive Survey
Chenya Huang, Zhidong Li, Fang Chen +1
Real estate appraisal has undergone a significant transition from manual to automated valuation and is entering a new phase of evolution. Leveraging comprehensive attention to vari…