Abstract: As the demand for precision, efficiency, and low-cost solutions in educational classification tasks continues to grow, enhancing model performance has become a critical focus of research.

Abstract: Accurately categorizing ancient glass artifacts, which undergo weathering in burial environments and experience compositional changes, is a challenging problem. This paper presents a novel ...