Yi-Xuan Gao

Truncated SVD-BLS: Enforcing Flat Minima for Robust Broad Learning via Relative Flatness

Broad Learning System (BLS) achieves efficient training through random feature mapping and closed-form pseudoinverse solutions. However, the standard BLS suffers from limited generalization performance owing to its high sensitivity to feature perturbations, particularly when the feature matrix contains near-zero singul...