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C. L. Philip Chen

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#machine learning Preprint Oct 2026

HiER-BLS: A Hierarchy-Guided and Error-Correcting Robust Incremental Broad Learning System

Broad Learning System (BLS) supports analytical training and incremental expansion, but its growth needs guidance on which inputs new blocks should learn from. Weight errors pose a further challenge by displacing learned outputs across class boundaries. We propose HiER-BLS to couple hierarchy-guided representation grow...

Gong-Li Zhang, C. L. Philip Chen, Zhu-Lin Liu · 0 citations

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