business conduct risk 1corporate ownership networks 1graph neural networks 1positive-unlabeled learning 1risk prediction 1
From the 1 of 2 linked papers with an AI index.
2 papers
q-fin.RM2026
No Data Is Not No Risk: Visibility Aware Graph-Based Inference of Business Conduct Risk
Tsuyoshi Iwata, Johannes Laurmaa, Ryohei Hisano
The paper proposes a visibility‑aware graph neural network that leverages corporate ownership relationships to predict business conduct risk for firms lacking recorded incidents, t…
cs.CL2025
Aligning ESG Controversy Data with International Guidelines through Semi-Automatic Ontology Construction
Tsuyoshi Iwata, Guillaume Comte, Melissa Flores +2
The growing importance of environmental, social, and governance data in regulatory and investment contexts has increased the need for accurate, interpretable, and internationally a…