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Ying Sun

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#artificial intelligence Preprint Sep 2026

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

CURE is proposed, a confounder-aware framework for multi-view urban region representation learning that improves predictive performance, remains robust under missing and noisy input views, and provides reliable cross-view integration through shared component separation and context-dependent view weighting.

Sean Bin Yang, Ying Sun, Zong-Yi Xu et al. · 0 citations
#artificial intelligence Book Open access Aug 2026

REFINE: Trajectory Representation Learning via Closed-Loop Transcription

This work proposes REFINE, a simple yet effective Representation lEarning Framework that tightly couples road-network-aware generative reconstruction with feedback-driven contrastive learning, enabling the model to capture fine-grained local movement semantics and global spatio-temporal dependencies without manually de...

Sean Bin Yang, Ying Sun, Ji-Lin Hu et al. · 2 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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