Recent advancements in machine intelligence are revolutionizing data interpretation within the field of flow cytometry. A particularly exciting application lies in the improvement of spillover matrices, a crucial step for accurate compensation of spectral intersection between fluorescent channels. Traditionally, these matrices are constructed using