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