Author

Si-Jie Shen

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Review Open access Sep 2026

ESG Rating Divergence, Information Frictions, and Capital Market Efficiency: A Mechanism-Based Synthesis from China

The rapid expansion of ESG (Environment, Society and Governance) investment has placed ESG ratings at the core of capital market decisions. Nevertheless, the significant differences among various rating agencies have drawn widespread attention to the reliability of ESG information and its impact on market efficiency. T...

Si-Jie Shen · Advances in Economics, Manag... · 0 citations

Open access Aug 2026

GINet-DGC: Structural Inductive Biases and Dynamic Generalization Control for High-Dimensional Small-Sample Tabular Data

Empirical evaluations on eight public real-world biomedical HDLSS gene-expression datasets demonstrate that GINet-DGC achieves competitive and stable performance against 17 baselines, and support the effectiveness of the proposed framework within the evaluated public biomedical HDLSS benchmark setting.

Xin-Ran Zhang, Yang Sheng, Si-Jie Shen et al. · Applied Informatics · 0 citations