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.
Xinran Zhang, Yang Sheng, Sijie Shen et al.
· Applied Informatics · 0 citations