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business conduct risk 1corporate ownership networks 1graph neural networks 1positive-unlabeled learning 1risk prediction 1

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20242026
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stat.ML2026

Unfolded Laplacian Spectral Embedding: A Theoretically Grounded Approach to Dynamic Network Representation

Haruka Ezoe, Hiroki Matsumoto, Ryohei Hisano

Dynamic relational data arise in many machine learning applications, yet their evolving structure poses challenges for learning representations that remain consistent and interpret…