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#artificial intelligence Preprint Sep 2026

When Correlations Mislead: Confounder-Aware Multi-View Urban Region Representation Learning

Urban region representation learning commonly combines heterogeneous data sources, such as mobility flows, points of interest, and land-use information, to support tasks including mobility analysis, public safety forecasting, and service demand estimation. Existing multi-view methods typically improve region embeddings...

Sean Bin Yang, Ying Sun, Zong-Yi Xu et al. · 0 citations
Open access Jul 2026

A Study on the Impact of Digital Transformation on Carbon Emissions Reduction Performance in Export-Oriented Manufacturing Enterprises: An Empirical Analysis Based on Listed Company Data

Driven by the ‘Dual Carbon’ goals, reducing carbon emissions has become a consensus amongst enterprises. As an emerging economic model, the digital economy—with its characteristics of efficiency, intelligence and innovation—is emerging as a key driver of carbon emission reductions. Export-oriented manufacturing enterpr...

Ying Sun, Hang Xiao, Ke Liu et al. · 0 citations

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